From aec831b97792e5b694b71082468c282cf328ef15 Mon Sep 17 00:00:00 2001 From: "Alastair Holland (hollan84)" Date: Wed, 17 Feb 2021 22:29:00 +0000 Subject: [PATCH] Added more comments and docstrings --- 6001Test-2.ipynb | 269 +++++++++++++++++++++++------------------------ 1 file changed, 131 insertions(+), 138 deletions(-) diff --git a/6001Test-2.ipynb b/6001Test-2.ipynb index f88a5c7..d596617 100644 --- a/6001Test-2.ipynb +++ b/6001Test-2.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 452, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 396, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 397, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -164,24 +164,24 @@ "'''Assigning attributes to use'''\n", "#data = data.head(n=100)\n", "\n", - "dataColumns = [ \n", + "dataColumns = [ #Select all columns needed \n", " 'SEX',\n", " 'APD_RACE_DESC',\n", " 'PERSON_SEARCHED_DESC',\n", " 'REASON_FOR_STOP_DESC',\n", " 'SEARCH_BASED_ON_DESC']\n", "\n", - "selectedClass = ['APD_RACE_DESC']\n", + "selectedClass = ['APD_RACE_DESC'] #Assign the class column\n", "\n", - "selectedData = data[dataColumns].values\n", + "selectedData = data[dataColumns].values \n", "\n", - "selectedData = pd.DataFrame(selectedData, columns = [dataColumns])\n", + "selectedData = pd.DataFrame(selectedData, columns = [dataColumns]) #Make into pandas dataframe\n", "print(selectedData)" ] }, { "cell_type": "code", - "execution_count": 398, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -221,16 +221,16 @@ "source": [ "#selectedData[['REASON_FOR_STOP_DESC']] = selectedData[['REASON_FOR_STOP_DESC']].fillna(value=\"NONE SPECIFIED\")\n", "\n", - "selectedData = selectedData.replace(\"YES = 1\", \"TRUE\")\n", + "selectedData = selectedData.replace(\"YES = 1\", \"TRUE\") #Making the data a bit cleaner\n", "selectedData = selectedData.replace(\"NO = 2\", \"FALSE\")\n", - "selectedData.fillna(\"NONE SPECIFIED\", inplace=True)\n", + "selectedData.fillna(\"NONE SPECIFIED\", inplace=True) #I think that the absense might be useful so I'm keeping it in for this\n", "\n", "print(selectedData)" ] }, { "cell_type": "code", - "execution_count": 399, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -242,12 +242,12 @@ } ], "source": [ - "print(selectedClass[0])" + "print(selectedClass[0]) #Checking the right class is selected after" ] }, { "cell_type": "code", - "execution_count": 400, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -278,14 +278,14 @@ "\n", "[9184 rows x 1 columns]\n", "(9184, 4) (9184, 1)\n", - "{'ASIAN', 'HAWAIIAN/PACIFIC ISLANDER', 'BLACK', 'AMERICAN INDIAN/ALASKAN NATIVE', 'HISPANIC OR LATINO', 'UNKNOWN', 'MIDDLE EASTERN', 'WHITE'}\n" + "{'BLACK', 'WHITE', 'HAWAIIAN/PACIFIC ISLANDER', 'AMERICAN INDIAN/ALASKAN NATIVE', 'HISPANIC OR LATINO', 'UNKNOWN', 'MIDDLE EASTERN', 'ASIAN'}\n" ] } ], "source": [ - "dataColumns.remove(selectedClass[0])\n", + "dataColumns.remove(selectedClass[0]) #Remove the class from the columns needed for training\n", "\n", - "X = selectedData[dataColumns].values\n", + "X = selectedData[dataColumns].values \n", "\n", "#Set the class\n", "y = selectedData[selectedClass]\n", @@ -302,14 +302,14 @@ }, { "cell_type": "code", - "execution_count": 401, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'ASIAN', 'HAWAIIAN/PACIFIC ISLANDER', 'BLACK', 'AMERICAN INDIAN/ALASKAN NATIVE', 'HISPANIC OR LATINO', 'UNKNOWN', 'MIDDLE EASTERN', 'WHITE'}\n", + "{'BLACK', 'WHITE', 'HAWAIIAN/PACIFIC ISLANDER', 'AMERICAN INDIAN/ALASKAN NATIVE', 'HISPANIC OR LATINO', 'UNKNOWN', 'MIDDLE EASTERN', 'ASIAN'}\n", "[[0 1 0 3]\n", " [1 1 0 6]\n", " [1 0 3 5]\n", @@ -338,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 402, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -351,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 403, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -360,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 404, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -369,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 405, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -383,10 +383,11 @@ }, { "cell_type": "code", - "execution_count": 436, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ + "'''Just run all the models in order to get results for all of them'''\n", "def runAllModels():\n", " knn_acc, knn_rep = trainData(knn)\n", " log_acc, log_rep = trainData(LogisticRegression())\n", @@ -396,7 +397,7 @@ }, { "cell_type": "code", - "execution_count": 443, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -404,75 +405,72 @@ " knn_acc, knn_rep, log_acc, log_rep, svc_acc, svc_rep = runAllModels()\n", " print(\"\\nKNN\\n--------\\nAccuracy = {}\\n{}\".format(knn_acc, knn_rep)) #Display the accuracy and report for the entire dataset for knn\n", " print(\"Logistic Regression\\n--------\\nAccuracy = {}\\n{}\".format(log_acc, log_rep)) #Display the accuracy and report for the entire dataset for logistic regression\n", - " print(\"SVC\\n--------\\nAccuracy = {}\\n{}\".format(svc_acc, svc_rep)) #Display the accuracy and report for the entire dataset for logistic regression" + " print(\"SVC\\n--------\\nAccuracy = {}\\n{}\".format(svc_acc, svc_rep)) #Display the accuracy and report for the entire dataset for SVC" ] }, { "cell_type": "code", - "execution_count": 444, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.141 seconds to run for KNeighborsClassifier(n_neighbors=11)\n", - "0.364 seconds to run for LogisticRegression()\n", - "2.4 seconds to run for SVC()\n", + "0.123 seconds to run for KNeighborsClassifier(n_neighbors=11)\n", + "0.361 seconds to run for LogisticRegression()\n", + "2.391 seconds to run for SVC()\n", "\n", "KNN\n", "--------\n", - "Accuracy = 0.412\n", + "Accuracy = 0.408\n", " precision recall f1-score support\n", "\n", " 0 0.00 0.00 0.00 1\n", - " 1 0.00 0.00 0.00 18\n", - " 2 0.26 0.03 0.05 456\n", - " 3 0.00 0.00 0.00 1\n", - " 4 0.39 0.70 0.50 659\n", - " 5 0.00 0.00 0.00 6\n", - " 6 0.00 0.00 0.00 10\n", - " 7 0.48 0.41 0.44 686\n", + " 1 0.00 0.00 0.00 24\n", + " 2 0.35 0.25 0.29 437\n", + " 4 0.40 0.54 0.46 675\n", + " 5 0.00 0.00 0.00 4\n", + " 6 0.00 0.00 0.00 8\n", + " 7 0.46 0.40 0.42 688\n", "\n", " accuracy 0.41 1837\n", - " macro avg 0.14 0.14 0.12 1837\n", - "weighted avg 0.38 0.41 0.36 1837\n", + " macro avg 0.17 0.17 0.17 1837\n", + "weighted avg 0.40 0.41 0.40 1837\n", "\n", "Logistic Regression\n", "--------\n", - "Accuracy = 0.428\n", + "Accuracy = 0.399\n", " precision recall f1-score support\n", "\n", " 0 0.00 0.00 0.00 1\n", - " 1 0.00 0.00 0.00 18\n", - " 2 0.33 0.02 0.04 456\n", - " 3 0.00 0.00 0.00 1\n", - " 4 0.40 0.63 0.49 659\n", - " 5 0.00 0.00 0.00 6\n", - " 6 0.00 0.00 0.00 10\n", - " 7 0.47 0.52 0.50 686\n", + " 1 0.00 0.00 0.00 24\n", + " 2 0.27 0.04 0.06 437\n", + " 4 0.39 0.64 0.48 675\n", + " 5 0.00 0.00 0.00 4\n", + " 6 0.00 0.00 0.00 8\n", + " 7 0.43 0.42 0.43 688\n", "\n", - " accuracy 0.43 1837\n", - " macro avg 0.15 0.15 0.13 1837\n", - "weighted avg 0.40 0.43 0.37 1837\n", + " accuracy 0.40 1837\n", + " macro avg 0.16 0.16 0.14 1837\n", + "weighted avg 0.37 0.40 0.35 1837\n", "\n", "SVC\n", "--------\n", - "Accuracy = 0.428\n", + "Accuracy = 0.41\n", " precision recall f1-score support\n", "\n", " 0 0.00 0.00 0.00 1\n", - " 1 0.00 0.00 0.00 18\n", - " 2 0.35 0.06 0.10 456\n", - " 3 0.00 0.00 0.00 1\n", - " 4 0.40 0.61 0.49 659\n", - " 5 0.00 0.00 0.00 6\n", - " 6 0.00 0.00 0.00 10\n", - " 7 0.47 0.52 0.49 686\n", + " 1 0.00 0.00 0.00 24\n", + " 2 0.37 0.23 0.29 437\n", + " 4 0.40 0.53 0.46 675\n", + " 5 0.00 0.00 0.00 4\n", + " 6 0.00 0.00 0.00 8\n", + " 7 0.44 0.43 0.44 688\n", "\n", - " accuracy 0.43 1837\n", - " macro avg 0.15 0.15 0.14 1837\n", - "weighted avg 0.41 0.43 0.38 1837\n", + " accuracy 0.41 1837\n", + " macro avg 0.17 0.17 0.17 1837\n", + "weighted avg 0.40 0.41 0.40 1837\n", "\n" ] } @@ -483,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 445, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -494,7 +492,7 @@ }, { "cell_type": "code", - "execution_count": 446, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -503,69 +501,72 @@ "text": [ "0.125 seconds to run for KNeighborsClassifier(n_neighbors=11)\n", "0.301 seconds to run for LogisticRegression()\n", - "2.422 seconds to run for SVC()\n", + "2.327 seconds to run for SVC()\n", "\n", "KNN\n", "--------\n", - "Accuracy = 0.396\n", + "Accuracy = 0.323\n", " precision recall f1-score support\n", "\n", - " 0 0.00 0.00 0.00 2\n", - " 1 0.00 0.00 0.00 20\n", - " 2 0.29 0.26 0.27 405\n", - " 4 0.39 0.55 0.46 675\n", - " 5 0.00 0.00 0.00 9\n", - " 6 0.00 0.00 0.00 8\n", - " 7 0.49 0.34 0.40 718\n", - "\n", - " accuracy 0.40 1837\n", - " macro avg 0.17 0.17 0.16 1837\n", - "weighted avg 0.40 0.40 0.39 1837\n", + " 0 0.00 0.00 0.00 1\n", + " 1 0.00 0.00 0.00 19\n", + " 2 0.27 0.66 0.38 420\n", + " 3 0.00 0.00 0.00 2\n", + " 4 0.35 0.30 0.32 673\n", + " 5 0.00 0.00 0.00 10\n", + " 6 0.00 0.00 0.00 12\n", + " 7 0.55 0.16 0.25 700\n", + "\n", + " accuracy 0.32 1837\n", + " macro avg 0.15 0.14 0.12 1837\n", + "weighted avg 0.40 0.32 0.30 1837\n", "\n", "Logistic Regression\n", "--------\n", - "Accuracy = 0.415\n", + "Accuracy = 0.421\n", " precision recall f1-score support\n", "\n", - " 0 0.00 0.00 0.00 2\n", - " 1 0.00 0.00 0.00 20\n", - " 2 0.36 0.05 0.09 405\n", - " 4 0.38 0.64 0.48 675\n", - " 5 0.00 0.00 0.00 9\n", - " 6 0.00 0.00 0.00 8\n", - " 7 0.47 0.44 0.45 718\n", + " 0 0.00 0.00 0.00 1\n", + " 1 0.00 0.00 0.00 19\n", + " 2 0.40 0.07 0.11 420\n", + " 3 0.00 0.00 0.00 2\n", + " 4 0.39 0.60 0.47 673\n", + " 5 0.00 0.00 0.00 10\n", + " 6 0.00 0.00 0.00 12\n", + " 7 0.47 0.48 0.48 700\n", "\n", " accuracy 0.42 1837\n", - " macro avg 0.17 0.16 0.15 1837\n", - "weighted avg 0.40 0.42 0.37 1837\n", + " macro avg 0.16 0.14 0.13 1837\n", + "weighted avg 0.41 0.42 0.38 1837\n", "\n", "SVC\n", "--------\n", "Accuracy = 0.426\n", " precision recall f1-score support\n", "\n", - " 0 0.00 0.00 0.00 2\n", - " 1 0.00 0.00 0.00 20\n", - " 2 0.39 0.05 0.09 405\n", - " 4 0.39 0.66 0.49 675\n", - " 5 0.00 0.00 0.00 9\n", - " 6 0.00 0.00 0.00 8\n", - " 7 0.49 0.44 0.47 718\n", + " 0 0.00 0.00 0.00 1\n", + " 1 0.00 0.00 0.00 19\n", + " 2 0.37 0.21 0.27 420\n", + " 3 0.00 0.00 0.00 2\n", + " 4 0.40 0.48 0.44 673\n", + " 5 0.00 0.00 0.00 10\n", + " 6 0.00 0.00 0.00 12\n", + " 7 0.47 0.53 0.50 700\n", "\n", " accuracy 0.43 1837\n", - " macro avg 0.18 0.16 0.15 1837\n", - "weighted avg 0.42 0.43 0.38 1837\n", + " macro avg 0.15 0.15 0.15 1837\n", + "weighted avg 0.41 0.43 0.41 1837\n", "\n" ] } ], "source": [ - "displayAllModels()" + "displayAllModels() #Scaled data" ] }, { "cell_type": "code", - "execution_count": 447, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -576,7 +577,7 @@ }, { "cell_type": "code", - "execution_count": 449, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -591,7 +592,7 @@ }, { "cell_type": "code", - "execution_count": 450, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -624,7 +625,7 @@ }, { "cell_type": "code", - "execution_count": 415, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -646,7 +647,7 @@ }, { "cell_type": "code", - "execution_count": 416, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -667,14 +668,14 @@ }, { "cell_type": "code", - "execution_count": 417, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "46.684 seconds to run\n", + "38.202 seconds to run\n", "Best accuracy 0.401 using {'metric': 'euclidean', 'n_neighbors': 19, 'weights': 'uniform'}\n" ] } @@ -688,15 +689,15 @@ }, { "cell_type": "code", - "execution_count": 418, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "7.912 seconds to run\n", - "Best accuracy 0.401 using {'weights': 'uniform', 'n_neighbors': 17, 'metric': 'minkowski'}\n" + "6.74 seconds to run\n", + "Best accuracy 0.399 using {'weights': 'uniform', 'n_neighbors': 15, 'metric': 'minkowski'}\n" ] } ], @@ -709,14 +710,14 @@ }, { "cell_type": "code", - "execution_count": 419, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "142.652 seconds to run\n", + "110.375 seconds to run\n", "Best accuracy 0.43 using {'C': 10, 'penalty': 'l2', 'solver': 'newton-cg'}\n" ] } @@ -730,15 +731,15 @@ }, { "cell_type": "code", - "execution_count": 420, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "16.679 seconds to run\n", - "Best accuracy 0.43 using {'solver': 'liblinear', 'penalty': 'l1', 'C': 100}\n" + "53.307 seconds to run\n", + "Best accuracy 0.43 using {'solver': 'newton-cg', 'penalty': 'l2', 'C': 10}\n" ] } ], @@ -751,7 +752,7 @@ }, { "cell_type": "code", - "execution_count": 421, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -775,7 +776,7 @@ }, { "cell_type": "code", - "execution_count": 422, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -786,7 +787,7 @@ }, { "cell_type": "code", - "execution_count": 423, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -804,11 +805,12 @@ }, { "cell_type": "code", - "execution_count": 424, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ - "def assignRealClasses():\n", + "'''Assign the real string data to the numerical values used for training data'''\n", + "def assignRealClasses(): \n", " real_vals = []\n", " for i in set(y_test):\n", " real_vals.append(realClasses[i])\n", @@ -817,24 +819,24 @@ }, { "cell_type": "code", - "execution_count": 425, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{0, 1, 2, 3, 4, 5, 6, 7}\n" + "{0, 1, 2, 4, 5, 6, 7}\n" ] } ], "source": [ - "print(set(y_test))" + "print(set(y_test)) #Check to see which values have been tested" ] }, { "cell_type": "code", - "execution_count": 426, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -842,12 +844,12 @@ "output_type": "stream", "text": [ "KNN\n", - "0.253 seconds to run\n" + "0.282 seconds to run\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -867,7 +869,7 @@ }, { "cell_type": "code", - "execution_count": 427, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -875,12 +877,12 @@ "output_type": "stream", "text": [ "Logistic Regression\n", - "0.469 seconds to run\n" + "0.417 seconds to run\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxUAAAKCCAYAAACnCfRFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeVxN+f8H8Ne91S1ttjaUylaSUTFaLBnGFmbsDCJLGcTMYGKMfTSYHzL2/WsvFDH2MULZ17FEliEiESlpuXW7vz+a7nTdJLp1y3k9H4/zmOlztvf73lPu+34+n3NEcrlcDiIiIiIioo8k1nQARERERERUvrGoICIiIiKiYmFRQURERERExcKigoiIiIiIioVFBRERERERFQuLCiIiIiIiKhZtTQdARKUvI1vTERAREZUuvVL+1FvB2V9tx0q/vERtxyop7KkgIiIiIqJiYVFBRERERKRuIrH6lo9w//59ODs7Y8eOHYq2mzdvwtvbG05OTmjVqhXWrl2rtE9OTg4WLVqEFi1aoFGjRhgyZAhiY2OLdD4WFUREREREn5CsrCyMHz8eaWlpiraXL1/Cx8cH1tbWCAsLw3fffYdFixZh+/btim2WLl2K4OBgzJo1C9u2bYOWlhaGDh2KzMzM956TRQURERERkbqJROpbPtDixYthYGCg1LZ9+3bo6Ohg+vTpqF27Nrp164bBgwdj1apVAACpVIp169bB398fnp6esLe3R1BQEBITE3HgwIH3npNFBRERERGRumlo+NP58+exbds2zJ07V6n9woULaNKkCbS1/5ux7urqikePHiEhIQE3b95EWloa3NzcFOsNDQ3h4OCACxcuvPe8LCqIiIiIiD4BKSkpCAgIwOTJk1GtWjWldQkJCbCwsFBqMzMzAwDEx8cjISEBAGBubq6yTXx8/HvPzVvKEhERERGp20cMW3qXlJQUpKSkqLQbGxvD2NhY8fP06dPh5OSELl26qGybkZEBiUSi1Jb3c2ZmJtLT05Xa8m8jlUrfGyOLCiIiIiIidfvIuzYVZMOGDViyRPVZFf7+/hg9ejQAIDw8HBcuXMAff/xR4DH09PRUioO8n/X19aGnp6doy19YSKVS6OvrvzdGFhVERERERGXYoEGD0K1bN5X2/L0UYWFhePHiBVq1aqW0zcyZM7F+/XpUr14dz549U1qX97OFhQXkcrmizdDQUGmbOnXqvDdGFhVEREREROqmxuFPbw9zKsi8efOQkZGh1NauXTv4+/ujc+fO2LdvH7Zs2YLs7GzFZO0zZ87AxsYGpqamqFixIgwNDXHu3DnUqlULAJCamoro6Gj069fvvTGyqCAiIiIiUjc1Dn8qircnWOepUqUKatSogR49emDNmjWYNGkS/Pz8cP36daxfvx7Tpk0DkDt3YsCAAQgKCoKJiQksLS0xf/58mJubo127du89P4sKIiIiIqJPXNWqVbF27VoEBgaiW7duMDU1xbhx49C9e3fFNmPGjIFMJsPUqVORnp6Oxo0bY82aNSqTtwsikucNoCIiwcjI1nQEREREpUuvlL9Kr+A+UW3HSj89R23HKinsqSAiIiIiUrdSHv6kacLKloiIiIiI1I49FURERERE6qbGuz+VBywqiIiIiIjUTWDDn1hUEBERERGpm8B6KoRVQhERERERkdqxqCCiUhO2Yzu6dGyHpi6fwbtfH/x95bKmQypVQs8/z7Gjf8H9c2dNh6ExQsxf6Nc+8xdo/iKx+pZyoHxESUTl3h+7wzFr5jR06vIV5i9cDCMjI4zwG4q4uEeaDq1UCD3/PFcuX8KkiT9CqE9IEmL+Qr/2mb+A82dRQUQFSUtLg4uLC5o0aYK0tDSV9deuXcOIESPg6uoKR0dHtGnTBoGBgXj58qVim7i4ONjZ2eHUqVMq+4eHh8POzg6TJ08u8Px2dnbo3r07srNVn1zn7e2N8ePHFyO7kiWXy7FsySL06NUb3470R4uWnvh9yXJUqlwZmzdu0HR4JU7o+QOAVCrF/9auxrDBA6GlJbzpfELNX+jXPvMXdv5Cw6KCqIgOHjwIQ0ND5OTkYN++fUrr7ty5gwEDBqBGjRrYsGEDDh48iKlTp+L06dMYOHAgpFLpe48fFhaGWrVqYe/evXj9+nWB29y4cQOrV69WSz6l6eHDWDx58hitvmitaNPR0UGLlq1wMipSg5GVDqHnDwBRkSewds0q/DA+AN/0H6DpcEqdUPMX+rXP/IWdP8Qi9S3lAIsKoiIKDQ1Fs2bN0LJlSwQHByut27lzJ2rUqIHJkyfD3t4elpaW8PT0xPz583Hnzh1ERUUVeuyHDx/i/PnzGDduHLKzsxEeHl7gdlZWVli6dCliYmLUlldpiH3wAABgVdNaqd3S0gpxjx5CJpNpIKrSI/T8AaCBY0PsP/QX+g8YCJHA7ogCCDd/oV/7zP8BAOHmz+FPRKTiwYMHuHjxIjw8PNCxY0fcuHEDV69eVawXi8WIj4/HrVu3lPazs7PD3r174erqWujxw8LCUKFCBbRs2RLNmzdHSEhIgdsNHjwYtra2+OmnnwocBlVWvUlNBQAY6BsotRsYGCAnJwfp6emaCKvUCD1/ADA3N4exsbGmw9AYoeYv9Guf+Qs7f6FhUUFUBKGhodDV1cUXX3yBVq1awcDAQKm3om/fvtDV1UXXrl3Ru3dvLFiwAMePH0dGRgbq1q0LAwODdx5bJpNh165daN26NSQSCby8vHD37l2cP39eZVuJRILZs2cjJiYGq1atKpFcS4L831mpb39Dm9cu/sS/uRV6/iRcQr/2mb+w84dIpL6lHGBRQfQeMpkM4eHh8PT0hKGhIXR1dfHll19i//79SE5OBpA7LGn37t3w8fFBUlISVq5cCT8/P3h4eLx3DkRUVBQSEhLQqVMnAECbNm2gp6enMsQqj6OjI4YNG4Zly5aVm2FQhkZGAIA3b94otaelpUEsFqOCvr4mwio1Qs+fhEvo1z7zF3b+HP5EREqOHz+O58+fw8vLS9HWqVMnZGRkYNeuXYo2c3NzTJw4EX/++SciIiIwe/Zs1KtXD/PmzcO2bdveefzQ0FAYGxujefPmAHK7hVu1aoXDhw/jxYsXBe4zatSocjUMqqZ17njat28hGBf3CDY2tp/8GHOh50/CJfRrn/kLO3+hYVFB9B5hYWEAgHHjxsHBwQEODg4YMWIEACjmPvz2229Kk7GrV6+O7t27Y8uWLXBwcEBERESBx3758iUiIiKQkpICJycnxfEPHz6MrKwshIaGFrifRCLBnDlzys0wKGtrG1hYVEPEX0cUbVlZWYg8cQxN3dw1GFnpEHr+JFxCv/aZv7DzF9rwJ+HcLJvoI7x48QLHjx/H119/jWHDhimtCw0NxYYNG3DmzBmcOXMG0dHRaNasmdI3L1paWjA0NESVKlUKPP7u3buRlZWFxYsXw8bGRmndiBEjsG3bNvj6+kIsVq3/GzRoAF9fXyxbtgwmJiYwNzcvfsIlRCQSYcgwX8wO/AXGFSvCydkFIVs341VSErwH+mg6vBIn9PxJuIR+7TN/YedfXoYtqQuLCqJChIeHIysrC76+vqhbt67SuuHDhyMkJATBwcEYP348/Pz8MGrUKAwcOBBWVlZ4+vQpDhw4gBs3bmDq1KkFHj8sLAyOjo5o166dyrpBgwYhMDAQkZGR8PT0LHD/kSNH4q+//sLt27eLn2wJ6/NNf2RkZmLrpo3YvHE97OzrY/mqtbC0stJ0aKVC6PmTcAn92mf+ws5fSETyvCn4RKTCy8sLJiYm2LhxY4Hrp0yZgl27diEiIgLx8fFYtWoVLl++jOTkZBgaGsLV1RX+/v6KgiQuLg5t2rTB//73PxgYGKB3796YO3cuunbtqnLstLQ0tGrVCi4uLlixYgXs7Owwa9Ys9OrVS2m7GzduoHfv3ujYsSPmzZtXpLwyyv40DCIiIrXSK+Wv0iu0L9q/yUWRfmi82o5VUlhUEAkQiwoiIhKaUi8qOixQ27HSD45V27FKirAGexERERERkdpxTgURERERkbqVk7s2qQuLCiIiIiIidRPY3Z+ElS0REREREakdeyqIiIiIiNSNw5+IiIiIiKhYOPyJiIiIiIio6NhTQURERESkbgLrqWBRQURERESkbgKbUyGsEoqIiIiIiNSOPRVEREREROrG4U9ERERERFQsHP5ERERERERUdOypICIiIiJSNw5/IiIiIiKiYuHwJyIiIiIiKo8SEhIwduxYuLq6wtnZGX5+frhz545i/dixY2FnZ6e0tGzZUrE+JycHixYtQosWLdCoUSMMGTIEsbGx7z0viwoiIiIiIjUTiURqW4pKLpfD19cXT58+xdq1axEaGgo9PT34+PjgzZs3AICYmBiMGTMGUVFRiiU8PFxxjKVLlyI4OBizZs3Ctm3boKWlhaFDhyIzM7PQc7OoICIiIiJSM00UFYmJiahduzYCAwPh6OiI2rVrY+TIkUhMTMTt27chlUrx4MEDNGzYEKampoqlSpUqAACpVIp169bB398fnp6esLe3R1BQEBITE3HgwIFCz82igoiIiIjoE2BqaoqgoCDY2toCyC0y1q5dCzMzM9SrVw/37t1DdnY26tSpU+D+N2/eRFpaGtzc3BRthoaGcHBwwIULFwo9NydqExERERGpmxrnaaekpCAlJUWl3djYGMbGxgXuM3HiROzatQsSiQTLly+HgYEBYmJioK2tjZUrVyIyMhJaWlrw9PTEd999ByMjIyQkJAAAzM3NlY5lZmaG+Pj4QmNkUUFERIKRLZNrOgSN0tYS1t1o6D+yHGFf+7lK9/r/kGFL77NhwwYsWbJEpd3f3x+jR48ucJ+hQ4eif//+2Lp1K0aNGoUtW7YoJmxbWlpixYoViI2Nxdy5c3Hr1i1s3LgR6enpAACJRKJ0LIlEAqlUWmiMLCqIiIiIiMqwQYMGoVu3birt7+qlAIC6desCAAIDA/H3339j06ZNmD17NoYPH67Yr169ejAxMUHfvn1x5coV6OnpAcidW5G/sJBKpdDX1y80RhYVRERERERqps6eisKGOeX37NkznD17Fp07d1acXywWo06dOkhISIBYLFY5jp2dHQAgPj4eVlZWiuMYGhoqHfdd8zDycKI2EREREZGaaeLuT/Hx8Rg/fjwuXryoaMvKykJ0dDRq166NUaNGYcSIEUr7XL16FQBQp04d2Nvbw9DQEOfOnVOsT01NRXR0NJo2bVrouVlUEBERERF9Aho2bAhXV1dMnToVFy5cwO3btzFhwgS8evUKPj4+8PLywtGjR7Fq1So8fPgQx44dw6RJk9C+fXvY2dlBIpFgwIABCAoKwpEjR3Dr1i388MMPMDc3R7t27Qo9N4c/ERERERGpmTqHPxWVWCzG4sWLMW/ePHz//fd4/fo1mjRpgi1btsDKygpWVlbIycnBmjVrsHTpUhgZGaFTp0744YcfFMcYM2YMZDIZpk6divT0dDRu3Bhr1qxRmbz9NpFcLuftAIgEJiNb0xEQaQbv/sS7PwkV7/4EGEhK9/qv2G+T2o6VvNVbbccqKRz+RERERERExcLhT0REREREaqaJ4U+axKKCiIiIiEjNhFZUcPgTEREREREVC3sqiIiIiIjUTGg9FSwqiIiIiIjUTGhFBYc/ERERERFRsbCngoiIiIhI3YTVUcGigoiIiIhI3Tj8iYiIiIiI6AOwp4KIiIiISM2E1lPBooKIiIiISM1YVBARERERUfEIq6bgnAoiKj1hO7ajS8d2aOryGbz79cHfVy5rOqRSxfyFm39a2hvM/XUm2rZqhhZuLhj17VDcjrml6bBKjZDfe0C4+V84fxYuDe3fuTx58ljTIZIasaggolLxx+5wzJo5DZ26fIX5CxfDyMgII/yGIi7ukaZDKxXMX9j5/zh2DP7YHQ5vnyH4bcEiVK1qgmE+/fHg/j+aDq3ECf29F3L+9vUbYP3mEKVl1boNqFSpEtzcPWBhUU3TIZYokUiktqU8EMnlcrmmgyAqC1q3bo3Hj//71kRHRwfVq1dHz5494evrC5FIhMWLF2PHjh04ceLEe4/3+PFjtGnTBtbW1jh48OA7/yiEh4cjNDQUt2/fhkwmQ61atdC/f3907dpVsc3EiRMRGxuL4OBgpX2PHTsGf39/fPHFF1iwYAF0dHSKlGtGdpE2Uxu5XA6vdm3QrEULTJ46AwCQlZWFrzt3QEvPLzBx0uTSDaiUMf+yk3+2rPT/ybsZfR0D+vbEpCnT0aNXX0X7YO++MDO3wNx5C0stFm2t0v1wUpbee00oS/nLcsrGx73/m/srDuz7A2Hh+1C5SpVSPbeBpHSvfwvfULUd6+nqnmo7VknhnAqifAYNGgRfX18AQEZGBq5du4aff/4ZFSpUgLe39wcda+fOnbCxscGDBw9w+vRpeHh4KK2Xy+UYO3YsTp06hdGjR2P69OkQiUSIiIjA5MmTERMTgwkTJrzz+HkFRfv27TF37lxoa5fdX+eHD2Px5MljtPqitaJNR0cHLVq2wsmoSA1GVjqYv7Dzj33wAADg7tFcqb2Rkwt2hm3XQESlR+jvvdDzf9s/9+5ie/AWTJg0pdQLCip5ZfdTCJEGVKhQAaampoqfrayscObMGYSGhn5QUSGXy7Fr1y50794dx48fR3BwsEpRsXXrVhw6dAihoaFwcHBQtNeuXRva2tqYM2cOunXrhnr16qkcPyIiAqNHj8bXX3+NX375BWJx2R7JmPehyqqmtVK7paUV4h49hEwmg5aWlgYiKx3M/wEA4eZv/u8Qj6fx8ahew1LR/uRxHN6kpiI5+RUqVqykqfBKlNDfe6Hn/7alixaiprUNuvfsrelQSkV5GbakLmX7kwhRGaCnp/fB+5w6dQqPHz+Gh4cHOnbsiKNHjyIhIUFpm5CQEHzxxRdKBUWevn37Yv369bC2tlZZl1dQ9O7dG7NmzSrzBQUAvElNBQAY6BsotRsYGCAnJwfp6emaCKvUMH9h59/AsSGsrW0wJ3Amom9cw+uUFITtCEFUVO4wyk85f6G/90LPP7/HcXE4fuwovAcNLhf/bqmD0OZUCONdJfpIV69exd69e9G794d9qxIaGgoLCws4OzvDy8sLMpkMO3bsUKzPzMzE7du34ezsXOD+enp6cHNzg66urlL70aNHMXr0aNStWxdTp04tN39o8qZuvR1vXru4nOTxsZi/sPOXSCT4v6DFEGuJ4f1NL7Rq3hR794RjkM9QAB/3xUV5IfT3Xuj557czbDuMjY3h1fkrTYdCJYRFBVE+a9euhbOzM5ydneHo6IhevXqhevXq8PLyKvIxkpOTceTIEXTs2BEikQgWFhZo3LgxduzYAZlMptgGACpWrFjk496/fx9jxoxB06ZNER0djfDw8A9LToMMjYwAAG/evFFqT0tLg1gsRgV9fU2EVWqYv7DzB4DadeoiJHQ39h2OwJ79R/C/TSEQiUQQi8UwNDTSdHglRujvvdDzz+/Y0b/QqvWXkEgkmg6l9IjUuJQDLCqI8unVqxfCw8MRHh6O3bt3Y82aNZBIJOjRo4eiEHifPXv2QCqVKhUiXl5eePr0KSIiIgAAlSpVgkgkQlJSUpFjS0pKwujRo7Fu3Tp8+eWXmDFjBu7fv/9hCWpIzX+Hcb19C8W4uEewsbEtNz0uH4v5Czv/9PR07PtjN54/S4CFRTXUsMydV3Hndgxq16lbpm+yUFxCf++Fnn+e+PgnuP/PPbRu01bToZQqDn8iEjBjY2NYW1vD2toatWvXRosWLbBgwQI8fvwYe/fuLdIxwsLCAOTOi3BwcICDgwMCAwMBQHFLWIlEAkdHR1y5cqXAY2RmZsLHxwfHjh1TtDVq1AjDhw8HAMyaNQsGBgb44YcfIJVKPzbdUmNtbQMLi2qI+OuIoi0rKwuRJ46hqZu7BiMrHcxf2Plra2vj11+m49DB/Yq2x3FxOBl1Ai09v9BgZCVP6O+90PPPc+PaVQCA42efaTgSKkmf7tcjRGqSk5Oj9N/C3LhxAzdv3oSfnx+6dOmitG7ZsmU4ePAgHj58iJo1a6JPnz6YNm0aoqOjVSZrh4SE4PTp05g4caKiLf8dQipXrow5c+Zg2LBhmDt3LqZMmVKcFEucSCTCkGG+mB34C4wrVoSTswtCtm7Gq6QkeA/00XR4JY75Czt/HR0ddO3eE+tWr0CVKlVhYGCIRQvnoVLlKujnPUjT4ZUoob/3Qs8/z927d1CpcmVUqlRZ06GUqvLSw6AuLCqI8klPT8fz588B5E6ke/r0KYKCgqCvr4927dph+/btkEqlBT78rkGDBggLC4Ouri6GDBmCypWV/3h+++23OHDgAEJCQhAQEICePXvir7/+wuDBgzFmzBh4eHhAKpXi0KFDWLVqFb799lvY29u/M9bmzZvD29sbGzduhJubG9q2Ldvdyn2+6Y+MzExs3bQRmzeuh519fSxftRaWVlaaDq1UMH9h5z/6+3EQiURYuOD/IM3MxOdNXfHduABBfMgS+nsv9PwBIOnlSxgZGWs6jFIntKKCT9Qm+tfbT9QWi8UwNjZG06ZNMXz4cDg6OmLx4sVYsmRJgfsvWLAAM2bMQJs2bTB79uwCtxkyZAiio6Nx4sQJSCQSyGQybN68Gbt370ZsbCzEYjFq164Nb29vdOrUSbHfu56onZmZiZ49eyIhIQHh4eGoXr16kXIt7SdqE5UVmniidllS2k/UprKjrDxRW5NK+4naVqN2q+1Yj5Z+rbZjlRQWFUQCxKKChIpFBYsKoWJRoYGiwl+NRcWSsl9UcPgTEREREZGaCW34E+/+RERERERExcKeCiIiIiIiNRNaTwWLCiIiIiIiNRNaUcHhT0REREREVCzsqSAiIiIiUjOh9VSwqCAiIiIiUjdh1RQc/kRERERE9KlISEjA2LFj4erqCmdnZ/j5+eHOnTuK9Tdv3oS3tzecnJzQqlUrrF27Vmn/nJwcLFq0CC1atECjRo0wZMgQxMbGvve8LCqIiIiIiNRMJBKpbSkquVwOX19fPH36FGvXrkVoaCj09PTg4+ODN2/e4OXLl/Dx8YG1tTXCwsLw3XffYdGiRdi+fbviGEuXLkVwcDBmzZqFbdu2QUtLC0OHDkVmZmah5+bwJyIiIiIiNdPEnIrExETUrl0bY8aMga2tLQBg5MiR+Prrr3H79m2cPXsWOjo6mD59OrS1tVG7dm3ExsZi1apV6N27N6RSKdatW4fx48fD09MTABAUFITmzZvjwIED6Nq16zvPzZ4KIiIiIqJPgKmpKYKCghQFRWJiItauXQszMzPUq1cPFy5cQJMmTaCt/V+/gqurKx49eoSEhATcvHkTaWlpcHNzU6w3NDSEg4MDLly4UOi52VNBRERERKRmmr7508SJE7Fr1y5IJBIsX74cBgYGSEhIQJ06dZS2MzMzAwDEx8fj2bNnAABzc3OVbeLj4ws9H4sKIiIiIiI1U+fwp5SUFKSkpKi0Gxsbw9jYuMB9hg4div79+2Pr1q0YNWoUtmzZgoyMDEgkEqXt8n7OzMxEenq6Ulv+baRSaaExsqggIiIiIirDNmzYgCVLlqi0+/v7Y/To0QXuU7duXQBAYGAg/v77b2zatAl6enoqxUHez/r6+tDT01O05S8spFIp9PX1C42RRQURERERkZqpc/jToEGD0K1bN5X2t3spnj17hrNnz6Jz586KnhKxWIw6deogISEBFhYWiiFO+fcBAAsLC8jlckWboaGh0jZvD5t6G4sKIiIiIiI1U+fwp8KGOeUXHx+P8ePHo1q1amjSpAkAICsrC9HR0fD09IS5uTm2bNmC7OxsxWTtM2fOwMbGBqampqhYsSIMDQ1x7tw51KpVCwCQmpqK6Oho9OvXr9Bz8+5PRERERESfgIYNG8LV1RVTp07FhQsXcPv2bUyYMAGvXr2Cj48PevTogfT0dEyaNAl3795FeHg41q9fj+HDhwPInTsxYMAABAUF4ciRI7h16xZ++OEHmJubo127doWeWyTP6+cgIsHIyNZ0BESakS0T9j952loavh0NaYwsR9jXPgAYSEr3+refeEhtx7o1p32Rt01OTsa8efMQERGB169fo0mTJggICICdnR0A4Nq1awgMDMSNGzdgamoKHx8fDBw4ULG/TCZDUFAQdu7cifT0dDRu3BjTpk2DlZVVoedlUUEkQCwqSKhYVLCoECoWFaVfVDhMOqy2Y0X/WngvQVnA4U9ERERERFQsnKhNRCQgWbIcTYegUT3WnNN0CBq1Z7jb+zeiT9KWSw81HYLG+blZl+r5NP3wu9LGooKIiIiISM3Uefen8oDDn4iIiIiIqFjYU0FEREREpGYC66hgUUFEREREpG4c/kRERERERPQB2FNBRERERKRmQuupYFFBRERERKRmAqspOPyJiIiIiIiKhz0VRERERERqxuFPRERERERULAKrKTj8iYiIiIiIioc9FUREREREasbhT0REREREVCwCqyk4/ImIiIiIiIqHPRVERERERGrG4U9ERERERFQsAqspOPyJiIiIiIiKhz0VRERERERqxuFPRERERERULAKrKVhUEBERERGpG3sqiIhKSNiO7Vi/bg0SEp7Czr4+xgdMRCMnZ02HVWqEmv/xiKOY8tOPOHHmosq6+b/NxqOHsVi4ZIUGIsslFgHdPrNARwdzmBlJkPA6E39cT8Ceawnv3GdmJzu42VRWaf9q1TlkZOWoNT5TQwlGtrCBUw1jSGU5+PNWItaffYTsHLliGwcLQ/i4WqGOqQEys3Nw6VEyVp96iFfpWWqN5WMJ9drPUx7yv3vpNPavnIMxK3cXul1ayiscD16Ff/4+C7k8BzXqNcQX/Uegklk1tceU8uIZIjYvw8ObV6CtI4FD87Zo3sMHWto6im0e37mBk6Hr8ezhXWhLdGHt4IKWfX1hUFH195NKFidqE1Gp+GN3OGbNnIZOXb7C/IWLYWRkhBF+QxEX90jToZUKoeb/95XLmDopAHK56rptwVsQvHlj6Qf1lv5NLDHYrSb+uv0cU/fH4MTdlxjR3Aa9nN/9IalWVX3s/DseY0KvKy2Zai4odMQizO5SH2ZGuph75B62XHiMrxqaY3gza8U2VpX1MGAy6GEAACAASURBVPdrB6RnyTD78F2sOhmLBtWMMPsre2iJNf9NqVCv/TzlIf/Hd27gwMq5KPAXNR9ZdjZC/28i4u/fQtvB36P9sPFIfhaPnfN/hixbvQVsdpYUYf/3E1JePENHvwlw+6o/rhzZg2NbVyq2efHkIULnToCOXgV0+vYnePb1w+M7NxA27yfIsrPVGs/HEInUt5QHpVpUeHt7Y/z48QWuCwoKQuvWrVXa5XI52rZti/r16+PJkyeK9pycHLi6umLOnDlK22dlZcHFxQX169fHq1evlNYtW7YMzs7OyMr678IPDw+HnZ0dJk+eXKSYJ06ciG+++abIceZZvHgx7OzscOTIEZV1Z8+ehZ2dHWJjY5Xap0+fjt9//12xPv/SoEEDtGrVClOnTsXr16+V9ntfTgCQnp6O5cuXo0uXLnBycoKHhwf8/Pxw8aLyN4lv5ztx4kSVWPIWHx8fAEBcXBzs7Oxw6tQppWM9fvwYM2bMQOvWrfHZZ5+hdevWmDx5Mh4/fvzOOAuKAQBOnjwJHx8fNGnSBA0bNkTHjh3x+++/Iy0tTbHN4sWL0bJly0KPnT82e3t7tG/fHvIC/qh6e3vDxcXlne9t/vN4e3urvFceHh4YM2YM7t69q7Lvu15POzs7BAcHA0CB14C9vT0aN26Mfv364ezZs0XKU1PkcjmWLVmEHr1649uR/mjR0hO/L1mOSpUrY/PGDZoOr8QJMX+pVIoN69bg26GDoKWl3Cn+8sULzJgyCfPn/gpDIyMNRZhLBKC7kwV2XH6C4ItPcCUuBZvOx2HfjQT0cqpe4D4GEi2YGeniwsNXuJWQqrQU/pHs3TZ6O8P7c0uV9i/qmaB6RV1M2xeDMw+SsOdaApZFPkCnBmaoVCH329qvG1rg5RspZh68g/MPXyHizgv8evgOapsYwMWq4kdGpB5CvPbzK+v5Z2dJcW7fduyYEwCxltZ7t48++SeSnj5Gzx/noN7nLVC3cTN4fTsR0ow0JD66/1ExrB7njVO7VL9cuHU6Aq+ePUHX72egjos7nNt+jdYDRuLqsX14k5wEALh8ZDcMKlXBV6OnwrZRU9R3b43OIyfh+cN/EHvj0kfFo04ikUhtS3lQ5nsqzp07h/j4eFSvXh3btm1TtIvFYri6uuLSJeWL5uLFi5DL5TAyMsLJkyeV1l24cAFubm7Q0fmv2ywsLAy1atXC3r17VT6cqyPOt02bNg1JSUlFOuaJEyfg6emp+Hnbtm2IiopCVFQU/vrrL8yYMQN//vknfvzxR6X93pfTy5cv0aNHD+zfvx+jRo3Cnj17sHr1alStWhUDBw4ssPDJ77PPPlPEkX/5/fff37nPpUuX0LVrV8THx+PXX3/F/v37ERgYiLt376JPnz4qBVVhTp06BT8/PzRt2hTBwcHYv38/xowZg507d8Lf37/Ix8lv586dsLGxQWxsLE6fPl3gNm/evCm0UMuvffv2itfl8OHDWLRoEVJTU9GnTx/cunVLaVtTU9MCX8+oqCh069ZNadv818Dx48exZs0aiMVi+Pn5FVjwlBUPH8biyZPHaPXFf18c6OjooEXLVjgZFanByEqHEPM/FXUC69euxndjf0Sfb/orrfvfmpW4cvkiFq9YjXp29hqKMJeBrhaO3EpE1D8vldrjXmWgkr4O9LRV/5msVVUfAPBPYprKuvxcLCtiUU9H/DG8KbYMcsbAppb40I4DF6uKuJuYhsQ3UkXbyX+SoK0lhrOlMQAg9mU6Qq/EQ5ZvOFRcUgYAwMJI98NOqGZCvPbzK+v53796Huf2hqBln2Fw+vLr925/9+Ip2DRsAuOqZoo2M+va+Pb3EJjb1lO0Pbh+EVtmjMbvwzpj5ff9cHLnBuTkyD4ottjoSzCzrgOjKqaKtjqNmyFHJsPD6MsAAJMa1mjcoSe0tP/74qJytdziPPn50w86HxVfmS8qQkND4ezsjA4dOiA0NFSpl8HDwwPR0dHIyMhQtEVGRqJJkyZwc3PDiRMnFO3Z2dm4fPkymjdvrmh7+PAhzp8/j3HjxiE7Oxvh4eElEmceIyMjZGdnY9asWe893t27d5GWlobPPvtM0Va5cmWYmprC1NQUFhYW8PT0xKBBg3Ds2DGkpKQUOacZM2YgMzMTW7duRYcOHVCzZk00aNAAs2fPhqenJ2bOnAmpVKqyXx5tbW1FHPmXihUL/kZMKpVi7NixcHd3x/Lly+Hm5gZLS0u4u7tj7dq1EIvFmD9//ntfkzwhISHw8PDAyJEjUbduXVhZWaFjx46YNm0aTp48iZiYmCIfC8j9JmnXrl3o3LkzGjZsqOgdeJuVlRVOnjxZaNGYRyKRKF6XGjVqoEmTJlixYgUsLS0xc+ZMpW3FYnGBr6epqSn09PSUts1/DZibm8PZ2Rm//fYbMjIy8Ndff31Q3qUp9sEDAIBVTWuldktLK8Q9egiZ7MP+sSlvhJi/Q4OG2HPgT/Tt763Sd9+j9zfYEb4Prm4eGoruP6mZMiyNfIB7bxUIbjaV8Px1JjKyVYcz2ZroQ5qdAx83K4QObYw9fp9jcvu6qKz/3xdWTpbGCOxij6cpGZhxIAY7Lsejp1M1jGxho9hGLPpvAXJfpryf816xGhX18CT5v3/jAOB1ZjbeZGbDslIFAMAf1xPwx3Xl+R9utpUAAI9epX/My6I2Qrz28yvr+VvY2mHYvI1wadetSENsnj/6B1WqWeHUrk1YPqYPFg7thJ0LJiPlxTPFNrE3LmPn/J9R0dQCX42Zhs+9euHCgVAc3bxMsU2OTKZYgNx/h/N+lufk/s4lPX2MSubKvYUVDI0hqaCPpKdxAACnNl/B+cuvlLb55/IZAECValYf/oKoGYc/lSGvX7/G4cOH0axZM3Ts2BGJiYn4888/FeubNWuGrKwsXL16VdEWGRmJZs2aoXnz5oiKilIMZbl+/TrS0tKUioqwsDBUqFABLVu2RPPmzRESElIicebR19fHlClTsHfv3gLX53f8+HE0b94cYnHhb5GWlhZEIpGi9+V9OeXFNnDgQBgVMOzg559/xooVK6Ctrb45/BEREYiPj8fIkSNVuvAMDAywYsUKld6WwojFYsTExKh8M9+8eXPs27cPNjY2HxTfqVOn8PjxY3h4eKBjx444evQoEhJUJ2g6OTmhT58+mDt37kf1CkgkEgwYMAAXL15Ua6+Crm7uN5Hvu1Y06U1qKgDAQN9Aqd3AwAA5OTlIT9fsB5+SJsT8zczNYWRsXOA6G1tbtf6NUbcO9U3hYlUJ2y8X/Htaq6o+JNpipEtlmLH/NhafeID6Fob47ev60Pm3QvBxtcLNp6/x6+G7uPAwGeFXn+L3Y/fRqYE5zP/tPTg40k2xWBjrYsDnloqfx7WuDQDQl2ghTar6wTMtSwZ9ScHDVUwNJfD1sEZMQiquxKWo4yX5aEK89vMr6/kbVTGBnoFhkbdPf52MG5GH8eDaBbQfMhYd/QLw4nEsdi2YrCgQToatR7Xa9dF55M+w/exzuLTrhrY+3+Hq0X2K3oOgIR0VS0piAs7s3qL4+dDa3C8ZpelpkOjpq8Qg0dOHNL3gXsKUF89wPGQ1zG3roaaD04e+HGrH4U9lyN69e5GRkYEOHTrA0dERNjY2Sh+SraysYGlpqRgC9ezZM8TExKBFixZo3rw5EhMTER0dDQA4f/48LC0tYW2d+22BTCbDrl270Lp1a0gkEnh5eeHu3bs4f/682uPMr3Pnzmjbti2mT59e6DCo48ePKw19elt2djYuXbqETZs2oVWrVqhQoUKRcrp58yZkMhmcnQu+60SNGjXg4OCg1g+o169fh76+Puzs7Apc7+DgACuron+jMHjwYCQnJ6Nt27bw9vbGkiVLcPbsWYhEItSpU0fxIbuoQkNDYWFhAWdnZ3h5eUEmk2HHjh0FbhsQEICKFSvi559//qBz5Ml7DT60N+Vdnj9/jpkzZ8LAwABt2rRRyzFLQl5x//Yfxrx2cTn5g/mxhJ5/edK6XlV816oWTtx9gd3vuPtT2JV4/BgejeVRsbgW/xp/3nqOXw7egXUVfbSsUxW62mLYmRnibOwrpd6ICw9fQUssQqMaucXWqO3XFMuLN1Lsv5Gg+HnT+dxvYkUiFDhPQwQRcgqY/2VqKMHcr+tDLAJ+PXxHba/LxxL6tf+p5S+TZUOWnYXu4wJRy8kVdq6e6OI/BYlxD3DnQhSyMjPw9J8Y1HJyVeqNsGnYBHJ5Dh7d/BsA0H/6EsViUKkKGnp2VPzs3tU792RyOUQo4PWRywGR6meUlBfPEDp3AuTyHHQeMancfBD/lJT6V0UHDhwocJhGVlYWzMzMlNrCwsLQoEEDxTfPXl5eWLZsGe7du4fatXO/xXF3d1cUFZGRkahRo4Zina2tLSIjI9GgQQOcP39eqZciKioKCQkJ6NSpEwCgTZs20NPTQ3BwMD7//PMPyqkoceY3ffp0dOrUCb/88gsWLFigsj41NRVXrlxRmaPw9ddfK35JMjIyoKWlpRiuVNSckpOTAeCdQ5WK4sqVKypFiZGRkdJws/ySk5NhZGSktl/wRo0aYdeuXVi/fj2OHTuGc+fOAQCqVKmCgIAAlXkIhUlOTsaRI0fQv39/iEQiWFhYoHHjxtixYwdGjBgBrbcmrhkaGiIwMBCDBw9GSEgI+vbt+0GxG//7zW3+uS7Pnj0rsMjT0tLChQsXlNryXwMymQxyuRyNGzfGpk2bYGFh8UGxlKa8ybhv3rxBVRMTRXtaWhrEYjEq6Kt+G/UpEXr+5UX3Rhbwa2aNM/eTMOfPu+/c7tGrDDx6pTwk6VZCKl5nZKOWiT6uPE6GlliEoe41MdS9psr+VQxye5bvPH+jaMuSyfHiTZZSGwC8yZRBX0f1A1QFHbFKD4ZNlQoI7GwPLS0RJu65hfiUzPcnXcKEfu1/avlL9CqgWm17pd4NC9t60NU3RGLcfVSv2wByeQ6idqxD1I51Kvu/SX6p2CePlrYODCtXVWoDAIm+AaQZqj0S0sx06L71uiXG3UfY/J+RI5Oh549zVIZNaYrQCptSLyo8PT0xYcIElfb169fj+PHjip9v376Na9euKQ2L6dy5M5YtW4aQkBDFN8UeHh6YNm0a5HI5IiMjlQqH5s2b48yZM/D19cWlS5cwe/ZsxbrQ0FAYGxsrtjcwMECrVq1w+PBhvHjxAlWrVi1SPkWNMz8TExNMmTIF48aNQ8eOHRUfNPOcPHkSDg4OqFxZ+R7Ly5cvR/Xqub8oEokEVatWhUQi+aCcqlSpAgB49eqVotfmQ9WvXx9BQUFKbYX1bFSuXBkpKSmQy+Vq+wWrVauWopi6f/8+Tp8+ja1bt2LixIkwNTVVug4Ks2fPHkilUnh5eSnavLy8MHPmTERERODLL79U2cfDwwN9+vTBb7/9hhYtWnxQ3HnFRP733MTEBFu2bFHZtqDXKu8aSE1NxapVq3D16lWMGTMGDRo0+KA4SlvNf6+1uLhHiv/P+9nGxvaT/8Mr9PzLg8FuVvimcQ38ees55h+9h5xCbuPUqk5VvHgjxbV45Rth6GiJkJKRrfiwv+V8HE7dV+2RfvHm3XPW3vY4OQMWxspzq4x0tWGgq600X8Le3BCzOtsjTSrDjzujVeZhaIrQr/1PLf9KZtULvFVrTo4MEImgWyH3w77bV/1Q20V1zpRhpaJ9tgKAyuY18OqtydbpqSmQpqehisV/oxvi793EzvmTIamgj94T/g+VLWoU+RwlrZy9vcVW6sOf9PX1YW1trbK8/cE6NDQUADB//nw4ODjAwcEBXbp0AZB7y9S8ydlubm54/fo1bt++jdOnT6sUFZcvX8aNGzeQnp4ONzc3ALl3P4qIiEBKSgqcnJwUxz98+DCysrIU5y6Kosb5tvzDoN6+9e27hj5Vr15d8XpVq1ZNqaAoak4NGzaEjo4OLl++XGBcV69eha+vb6F3Y9LV1VV5/wobvuTi4oL09HSVux7l2bJlCwICAoo0YS0tLQ2zZs3C9evXFW22trbo168fduzYAVNTU0RERLz3OHnCwsIAAH379lW8ZoGBgQDwzgnbQO4wqEqVKhX5blB5bty4ASC3MMsjFosL/J2oWVP1G868a6BBgwZYsGABbGxs3vt+lQXW1jawsKiGiL/+u7NYVlYWIk8cQ1M3dw1GVjqEnn9Z1/UzC3zTuAZ2/h2P//ur8IICADo7mmNECxulgRlNrStBT0cL156kID0rB/cS36BaRT3cef5GsWTnyDHU3QpmH3BHpitxyahnZgATg//+3jerVRlZshxce5Jb1Jgb6WJWZ3u8SsvC92HXy0xBAfDa/9Tyt3ZsjCd3biA16YWi7dGtq8jKSEf1Og6QVNCHac1aePUsHha29RSLlpY2InesxeuXzwo5urKaDk5IuH8br18+V7TdvXgSYi1tWNo1BJB7h6ed8ydD37gSvpm8sEwVFEJUJmfKSaVS7NmzB+7u7pg0aZLSusjISPz222/Yt28fevTogSpVqsDe3h6hoaFITU2Fu/t/v6RNmzZVjI//7LPPFBOTd+/ejaysLCxevFhlUu+IESOwbds2+Pr6vndewYfEWZC8YVDz5s1T2XflypUF7vMuRc3JyMgIHTp0wMaNG9GzZ08YGipP0Fq1ahWio6NRrZr6nozp7u4OS0tLLF++HIsWLVJa9/r1a6xduxb169dXGWpUED09PezduxdpaWn49ddfVdbp6uoqemPe58aNG7h58yb8/PwUhWCeZcuW4eDBg3j48GGBH+4NDQ0xa9YsDB48GHFxcUU6X3Z2NoKDg+Hu7g5zc/Mi7VMYLS0tzJkzB507d0ZAQACCg4PL7GRtkUiEIcN8MTvwFxhXrAgnZxeEbN2MV0lJ8B7oo+nwSpzQ8y/LqujrYJh7TfyT+AbH7ryAvbny38Tbz1JhbqSLihV0cCshd9Jt8MXHCOxijwlt6+DwzeeoUUkPg1ytEHn3BaKf5m6z4WwcpnvVwxupDKf+eQljPW34uFohB8D9F6pDOgZuKviLnog7L9CviSV+7WKPDWcfoYqBBL4eNbH/xjMkpeXeZXBEC2sYSLSw5MR9mBnpKhUtz15n4mWa5p6qLfRrv7zn/yrhCdJeJ6N6ndwvwhq3747rkYewc/7PcO/mjWxpJk6ErEb1Og6wcWwMAPDoNgi7F02HbgUD1GnsgfTUFJwMWw+RSAwTS1uVc/jO31Tgue3dvsCZPVsRNm8SmnUfhNRXL3Fi22p81soLBpVy/52P2LIcmelv0NrbHykvnindhcrYxOyDekZKQnnriSquMllUHD16FElJSRg8eDDq1VMeY2djY4P//e9/CA4OVnxYd3d3R0hICJycnJTuaKSvrw8XFxfs3bsXw4YNU7SHhYXB0dER7dq1Uzn3oEGDEBgYiMjIyEInSn9MnG8zMTHB1KlTMXbsWEVbdHQ05HK50jfZRfEhOU2YMAH9+vXDN998g9GjR6N+/fpITEzEhg0bEBERgWXLlin1ghSXRCLB7NmzMXz4cIwcORI+Pj6oXr067t27h99//x1ZWVn46aefinQssViMgIAAxfa9evWCmZkZ4uLisG3bNmRmZqJPnz6K7aVSaYFzPRo0aICwsDDo6upiyJAhKkPNvv32Wxw4cAAhISEICAgoMJa8YVDbtm1TKRKkUimeP8/9diU7OxsPHz7E8uXL8ejRI5UiMicnR7Ht2/T09Aq8S1cec3NzBAQEYPLkydi0aRMGDRr0zm01rc83/ZGRmYmtmzZi88b1sLOvj+Wr1sLyAybpl2dCz7+salyzEiTaYtQyMcCino4q63uuvYD+TSzRrr4p2i3NvVXlxUfJmLYvBv0/t1QUDoduPsOGs/89IfnMgyRM3x+D/k0s0d7eFGlSGS7FJWPt6YfILOA2te+SmZ2DiXuiMaqFLSa0rYM3Uhn+uJ6AdWdyz6UlFqFpzUrQEoswqV1dlf1XnYxF6JX4D31Z1Ero1355zv/Mni24EfUnxm04DAC5PQI/B+FYyEocWPUbtLS0UdvZDa36jYDo3y+16ri4o+t303F69xZcjzoEiZ4+rB1d0KLXUOjo6hV2OiU6unroGTAHRzctxf6Vc6FbwQBObbqgec8hAHKf7n3/6jnIc3Kwf8Vslf1b9vHF51691PAqfDyB1RRls6gIDQ1FzZo1C3wact5tOYOCgnD9+nU4OjqiWbNmWLduXYHj6Js3b46zZ88q1v3999+4c+cO5s6dW+C5e/bsiSVLliA4OPi9RcWHxPkunTp1wsGDB3H4cO4v7PHjx9GyZcsPqm4/NCdTU1Ns27YNq1evxvz58/H06VMYGRnB0dERwcHBSs/GUJemTZsiJCQEq1atwo8//oiXL1/CzMwMzZo1w8iRIz9oknH37t1hYmKCDRs2YMSIEXj9+jUqV66MFi1aYPv27TDJNxkuKSkJvr6+KsdYsGAB9u7di06dOqkUFABgb2+PZs2aYefOnfj+++/fGUtAQACioqKQ/dYY00OHDuHQoUMAcq8FMzMzuLu7Y9q0abC1Vf6m5vnz5++cA+Ll5aUyf+VtvXr1wt69e7Fw4UK0adMGlpaqT+UtKwb5DMEgnyGaDkNjhJr/8JH+GD6y4AdTrlqn+iTd0vTnref481bBRX2eeUfvYd7Re0ptZ2Nf4Wzsq3fskevMg1c486DwbYriSXImft5b8PBRWY4cXivOFfscJU2o136e8pC/R7eB8Og2UKmtg++P6OCrfMv3SubV0fW7GYUeq7azO2o7F394V2XzGugx/tcC12lpa+OHdQeKfQ5SH5FcXsA96Yjok5ahOs+OBCJLVvRvyT9FPdaU/Q/gJWnPcDdNh0AasvFC2Z57Vxr83D7uBjUfq/Wi02o71tExRS/SUlNTsWjRIhw5cgRJSUmwtbXFqFGjFLeeHzt2LPbt26e0j7m5uWJkR05ODpYsWYIdO3YgJSUFjRs3xrRp0957g58y2VNBRERERFSeaWr4008//YSYmBjMmjULNWrUwIEDB+Dv749169bB3d0dMTExGDNmDHr37q3YJ/+81qVLlyI4OBhz5syBubk55s+fj6FDh2Lfvn2FPgusbM7qJCIiIiKiD/L8+XMcPnwYkyZNgoeHB6ytrfHtt9+iadOmCA0NhVQqxYMHD9CwYUOYmpoqlryb3EilUqxbtw7+/v7w9PSEvb09goKCkJiYiAMHCh9uxqKCiIiIiEjNxCKR2paiqlChAlavXo0mTZootYtEIiQnJ+PevXvIzs5GnTp1Ctz/5s2bSEtLUzyGAci946WDg4PKA3lV8i1ylEREREREVCQikfqWojI0NETLli2VHhlw5coVnDlzBq1atUJMTAy0tbWxcuVKtG7dGm3btsWsWbMUD+dNSEgAAJW7WpqZmSE+vvA7yXFOBRERERFRGZaSkoKUlBSVdmNjY5UHSOd37949+Pv7o1GjRujTpw8WLlwIALC0tMSKFSsQGxuLuXPn4tatW9i4cSPS09MBQOXRAhKJBFKptNAYWVQQEREREamZOh9+t2HDBixZskSl3d/fH6NHjy5wn/Pnz8Pf3x/Vq1fHypUroaOjg3HjxmH48OGKQqRevXowMTFB3759ceXKFejp5T5LRCqVKhUWUqkU+vr6hcbIooKIiIiISM3Earz706BBg9CtWzeV9nf1UuzZsweTJk1C06ZNsWjRIsVwKLFYrLKPnZ0dACA+Ph5W/z6U8dmzZ0pDqJ49e/bOeRh5WFQQEREREZVh7xvmlN8ff/yBgIAAdOnSBb/++it0dHQU60aNGoWcnBwsX75c0Xb16lUAQJ06dWBrawtDQ0OcO3cOtWrVApD73Ivo6Gj069ev0POyqCAiIiIiUjN1Dn8qqqdPn2LKlClwdXXFjz/+iFevXinW6ejowMvLC2PHjsWqVavQoUMH/PPPP5g5cybat2+v6LEYMGAAgoKCYGJiAktLS8yfPx/m5uZo165doedmUUFEREREpGaaePjd4cOHkZ6ejjNnzqBFixZK61xcXBAcHIycnBysWbMGS5cuhZGRETp16oQffvhBsd2YMWMgk8kwdepUpKeno3HjxlizZo3K5O23ieRyubxEsiKiMisjW9MRkKZkyXI0HYJG9VhzTtMhaNSe4W7v34g+SRsvxGo6BI3zc7Mu1fN1Wqm+vzf7hjdV27FKCnsqiIiIiIjUTAQNdFVoEIsKIiIiIiI1U+fdn8oDPlGbiIiIiIiKhT0VRERERERqpom7P2kSiwoiIiIiIjUTWE3B4U9ERERERFQ87KkgIiIiIlIzscC6KlhUEBERERGpmcBqCg5/IiIiIiKi4mFPBRGRkMg1HYBmRa7ZrOkQNItP1BasHRfiNR2CxpX2E7V59yciIiIiIioWgdUUHP5ERERERETFw54KIiIiIiI1492fiIiIiIioWIRVUnD4ExERERERFdM7eyr69+9f5IOIRCJs3izwO2oQEREREf2Ld3/6l1jMTgwiIiIioo8hFlZN8e6iYtOmTaUZBxERERERlVNq6Y64ffu2Og5DRERERPRJEIlEalvKgyLd/SkpKQkLFizAuXPnIJVKIZfnPpI1JycH6enpSE1Nxc2bN0s0UCIiIiKi8qKc1AJqU6Seijlz5mDnzp2wtbWFRCJBpUqV4OTkBLlcjjdv3uCXX34p6TiJiIiIiKiMKlJRERkZiZEjR2LFihX45ptvYGFhgYULF+LAgQOoW7cuhz8REREREeUjtOFPRSoqUlJS4OLiAgCoW7curl+/DgAwNDTE4MGDcfz48ZKLkIiIiIionBGL1LeUB0UqKipXroyUlBQAgLW1NV68eIGkpCQAgLm5ORISEkouQiIiIiIiKtOKVFS4u7tj5cqViI2NhaWlJapUqYLw8HAAwNGjR1G5cuUSDZKIiIiIqDzh8KcCfPfdd3j16hUmTpwIAPDz88PcuXPRuHFjbN68GT169CjRIImIiIiIyhORt3c6gQAAIABJREFUGpfyoEi3lK1RowYOHDiA+/fvAwAGDRqEKlWq4NKlS2jUqBG6du1aokESEREREVHZVaSiAgB0dXVhb2+v+LlLly7o0qVLiQRFRERERFSeicvJsCV1KVJRsWTJkvdu4+/vX+xgiIiIiIg+BQKrKYpfVBgYGMDExIRFBRG9V9iO7Vi/bg0SEp7Czr4+xgdMRCMnZ02HVWqEmv/xY0cx5acfceL0RUVbRkYG1q5egT8PHcCLxERY1bSGz5BhaNfBS4ORAhIdbZwNmYjz1x/Ab9rm925vqK+Li6E/Y+KCndh15EqJxGRpXgnzA3rB8/N6yJBmYcsfZzF96V5kZcsU27g1ssX0UV3QyN4S6RlZOHr2FiYFhePZy9clEtOHEuq1n6es5i8WAd0aWcDLwRymRhI8e52JP64lYPe1d9/V85fOdnCzUb1BT5eV55CRlaPW+EwNJRjZwgbOlsaQynJw+FYi1p95hOwcuWIbBwtDDHazQh1TA2Rm5+DSo2SsOvkQr9Kz1BrLxygvE6zVpUgTtW/cuKGynD17FosWLYKhoSECAwNLOk4iKuf+2B2OWTOnoVOXrzB/4WIYGRlhhN9QxMU90nRopUKo+f995TKmTgqAXK7cPidwBnZs24pv+g/EvIWL4ezSGJMmjMOfhw5oJtB//Ty8I+xrWRRpW0N9XewI8kPNalVKLB6Jjjb+WOYPq2pVMHTKRsxZfRDD+7TEb+O6K7axszXH/hWj8TotE4N+Wo+fFuyCe6Na2LNsFLS1i/TPfIkS6rWfpyzn3/9zSwxxq4m/Yp5j2r4YHL/7EiNa2KC3c7V37lOrqj52XonHmB3XlZZMNRcUOmIR5nxVH+ZGupj75z1sOf8YXzU0x7fNrRXb1Kysh9+6OiA9S4ZfD93FypOxaFDNCHO+sodWeXm4wyekSH9ttLS0VJaKFSuiXbt2GD58OObOnVvScZZr3t7eGD9+fIHrgoKC0Lp1a8XPixcvRsuWLZW2uXbtGkaMGAFXV1c4OjqiTZs2CAwMxMuXLxXb7Ny5E3Z2dkqLo6Mj2rZti3nz5kEqlSodc8mSJbCzs8Py5ctVYoqLi4OdnR1GjhxZYMytW7dGUFDQO38GgPT0dCxfvhxdunSBk5MTPDw84Ofnh4sXL759uAJFRUVh6NChaNq0KRo1agQvLy8sWbIEqampStstXrxYJW+H/2fvzuNqyv8/gL/urUg7SqHNerNkpySEsS8zGNuMZBdiZmTsQ4OGMZNItqzZypIlTMbynbH9FJlM1uyRkmjTrrq/P5ou171tunXLfT097uPhfs72ed97qvM+n+U0bYqOHTti5syZiIqKKvAYISEhEIlEiIyMLLI+YrEYPXv2RJMmTRAdHS0pl/e5f/w6fPgwAEAkEuHgwYMASv4ZA0BSUhI8PDzQu3dvWFtbo1OnTnB2dkZwcHCR9Vc2sViMDd5eGDpsOJynuaBzl65Y670RBtWrY88uX2VXr8ypYvxZWVnw3bEVzhOdoKYm3SieEB+PE4FH8f2sORgx6lvY2Nrhx3kL0alzF+z23aGkGgMtRaaYNsoBcQlF3923b9sQF3f/iBYiU4Uc+97Jn7FwimwrzYi+7dDAzAjDvt+Mk+dvYtP+C3BddQgThtqjVg1dAIDziK54+ToZo2ZvwenLd7D/VCjGzNuBliJT9LC1ktlneVLFc/9DFTl+AYChrUxwICwa+65HIywqGbuvRuHkrVh83bqO3G20q6ihlm5VXHuWiLuxKVIvsdwtirZ7TGs4dpD9OeouMkQd/apYfDICV54m4NjNWGy48BT9m9WCQTUNAMCX1iaIT83Cz0EPcO1ZIv66/wbufz5AAyNttDXT/8QaKY5AoLhXZVDqWxiWlpa4f/++IupCcjx48ACjR49G3bp14evri1OnTmHx4sW4cuUKxowZI5MsXLhwAZcuXcKlS5dw+vRpfP/999i9e7dU4icWi3HkyBHUr18fBw4cQE5OzseHBQCcO3cOgYGBJa5zfHw8hg4dij/++APTp09HYGAgtmzZgpo1a2LMmDE4e/Zsodtv3LgRzs7OaNKkCXx9fXHixAnMmDEDQUFB+Prrr2UetmhkZCSJ+dKlSzh79iyWL1+O8PBwTJ06FeKPb5F+gqtXryImJgZ16tTB/v37JeX9+vWTOnbr1q3Ru3dvqbJ+/QruzlHczzgmJgZDhw7FhQsX4OrqilOnTsHHxwfm5uYYP348tm7dWuoYy9KzZ5GIjn4Bh27vE2gNDQ107uKAy5cuKrFm5UMV4/+/Sxewc9sWfPfDjxgx6lupZalpqRg6bARs7TpJlVtY1EN0dME3AsqSmpoQm9y+hafvWUS/Sipy/QOrJ+P2w2h8OX1Dget0t7HChV2zEX9lNR6eWoafpvaHsIR3T7vbiHDj3nO8eJUoKTv+Vzg0NNTQrYMIAHD3UQzW7v4fsrPf3ym+H/kKAGBZx7BEx1M0VTz3P1SR49euqoaz917j0qN4qfLniRmorqUBTTmtXPUNtQAAT96kFbrvNmb68Pq6OU44d8C+sa3h1MG0xE+Fbm2qjwdxaXid+v465/KTBKirCdHaTA8A8DQ+HYduxCDng+5QUQkZAAATvaolO2AZEAoECntVBsWe/UmezMxM+Pv7w8jISFH1oY8cPnwYdevWxaJFiyRlpqamMDExwaBBg3Dp0iWplo6aNWtCXf3911qnTh0EBwcjMDAQP/30EwAgODgYUVFR8PHxweTJk3H+/HmpfeQzMzODu7s7OnbsWKLv+Oeff0ZmZiaOHj0KXV1dSfmKFSuQlJSEpUuXokuXLqhSpYrMtlevXsWaNWvg6ekpdTFuZmaGzp07Y+jQoViwYAG2bdsmWSYUCmXqV6dOHbx9+xZz587F/fv3IRKJil1/eQ4dOoTWrVujRYsWOHToEFxcXKChoQFNTU1oampK1tPQ0ECVKlWK/XkV9zOeO3cu9PT0sG/fPsnx6tati2bNmsHS0hLLli1DmzZt0KZNm1LFWVYinz4FAJiZW0iVm5qaIer5M+Tk5EBNTU0JNSsfqhh/02bWCPzjDHT19LB5o/S4PFNTM8xf5CZVlpOTg/+7fBGWlvXLsZbvuY7tiSoa6vht+2kM6t6yyPW/GO+JO49iCuz65NChMY55T8WRczewbNNJNLYwxs8zBqKGvjZ+WHkAQF4i8yGhUCApy80VQywWo5FFLTz4L0HIF5+UiqS36WhoUQsA4HNQ9uK0f5fmAICIpy+LjKUsqeK5/6GKHH9KZg68LzyVKbe1NMCrt5nIyJbtzlS/phaysnMx1sYMdvWro4qaEFcjE+F94SkS0vLGMLQ21cMvA61w4eEb7Lr6HGYG1TCuoxn0NNWx7r/jfZxgCD8oE4sBMQBTA01EJWZIrfc2IxupmdkwNagGADh+S3bsh209AwDA84T04n8YpBDFaqno2rUrHBwcpF6dO3dGu3btcPr0aTg5OZV1PVWWUChETEwM7t27J1UuEolw4sQJ2NjYFLkPNTU1VK36PmM/dOgQLC0t0bVrVzRu3Bh+fn5yt5s1axY0NDSwePHiYtf39evXOHPmDMaMGSOVUORbuHAhNm3aJJX4fGj37t0QiURy7+7r6Ohg2rRpuHTpEh49elRkXfKTltL+wn779i1Onz6NTp06oW/fvpIYFaE4n3FERARCQkIwdepUqQQm36hRo2BmZobdu3crpE5lIfW/bmvaWtpS5dra2sjNzUV6+uf9y18V469lbAxdPb1ir7954zo8ffIYY8ZOKMNaydfY0hhzJ/TGtKX7pAY/F+bOo5hCl7tNH4irN59izLwdOPN/d7He72/McPfHpK/tJYlISqiX5GVRpyYWTO4reb/ZLa91R1dbE2/TMmX2n5KWAT0d2d8HQN7A7l9+GIzrtyPx91Xl9iRQxXP/Q5Ut/r5NjdDW3AAHwqLlLq9nqIUq6kKkv8uB2x/3se78UzQx0cFvXzWBxn9ZwVhbM9x9+Ra/nH6I0GdJOBL+El5/P0H/5sYw1s27Fvlzuq3kZaJXFaM7mErez+7RAACgVUUN6e9kfx7T3uVAq4r8v+tGOlUwuZMFImJTEBaVrIiPpFRUrftTsVoqOnbsKHcEu46ODrp3746OHTsqvGKUZ+TIkQgICMBXX32FFi1awNbWFm3btoWNjQ0aNWpU6LZZWVm4cuUKAgMDMWRI3qC+5ORknDlzBuPGjQOQ133Hy8sLz58/h5mZmdT2BgYG+PnnnzFt2jQcO3YMX375ZZH1vXv3LnJyctC6tfxZLerWrYu6desWuH1YWBi++OKLApfnn2v//PMPGjRoUOB6ERER2LBhA5o1a4b69Ut35/PEiRPIyMhAnz59YGlpCUtLS/j7+xfaram4ivMZh4WFAUCBrRACgQC2trY4f/58qetTVvK7oH38eyS/vLI07X4qVY+/KDu3b8H2LZsxesw4dHHoVq7HFggE2LTkG/geu4KQ8CcK2Wc1TQ20a2YBt/XHpVojzvzfXaipCdG1fWPsDgxGp29XSZYdWjMFf1y4he2HLwMAXiekSOonrwunQCBAbq5suamxAf7YPBNCoQCO85Q3PiWfqp/7lSn+7o1r4juH+rjw8A2Ohcuf/SkgLAZ/3X+Df1/kXbDfjH6LZwnpWDesObo2qomLj+IhqqWDHcHPpVojrkUmQk0oQCtTPfx5Nw7TD9yULFvaX4Tgpwn443Zei1xSejaAvAtpeb2XBZD/M2GkUwWrvmoCoQBw//PBp34MCqWs2Z9SUlLg5eWFs2fPIiEhAfXq1cP06dPRo0cPAHnXar/88gtu3rwJAwMDODo6YsKE9zd0cnNz4e3tjYMHDyI5ORlt27bFkiVLYGFhUdAhARQzqVi5cmWhy7Ozswu880x5goKCcO7cOZnyd+/eoVatWgVuZ2ZmhmPHjmHHjh04d+4cNm/eDCDvLsfUqVMxadIkqfXbt28v+X96ejqqVq2Kfv36YdasWQCA48ePIzMzU3JB3L9/f6xZswYHDhyAq6urzPF79OiBgQMHwt3dHXZ2dkV260lKyuuLrK//aQOkEhMTYWBgUODy6tXzprFLSEiQlL169UoqicnKyoK2tjYcHBwwd+5cCIWlGzoUEBAg6WYE5CViGzZswKNHjwpNbIqrqM84MTGvL3VRn8uHA/crGp3/Wq1SU1NR0/B9H++0tDQIhUJU09JSVtXKharHXxCxWAzP33/Fvj2+GDZiFL6b9WO512HayK4wr10DQ2ZukkoABIK8rkg5OSWf0aa6rhbU1IRYNvNLLJspe6PAxDCvBeefO88kZVnvshETlyRVBgDJKenQ1ZLtG65drSqSUqTvcjdtUBvHvKdBXV0NA6Z640nU6xLXXdFU/dyvLPEPaWmCKfYWuPIkAStOPyxwveeJGXj+UZeke7EpeJuRjfqGWgiLSoKaUICJduaYaGcus30NrbwB1vdfpUrK3uWI8Sb1nVQZAKRm5qBaFdm/39U0hEjNlG7BsKxRDe4DraAuFGDusXuISZZt3VMl8+fPR0REBJYvX466desiKCgILi4u2L59O0QiEcaOHYuePXvCzc0N4eHhcHNzg66uLoYPHw4AWL9+Pfz8/LBy5UoYGxvDw8MDEyZMwMmTJ6V6vnysWJlAjx49sG7dOjRt2lRm2fXr1zFt2jSEhIR8YuiqoWvXrpg7d65M+c6dO4u8w2xsbIx58+Zh3rx5iI6ORnBwMA4cOIDff/8denp6GDFihGTdgIAAqKmpQSAQSPr2f9j9JyAgAA0bNpSMMTA3N4e1tTUCAgIwY8YMueMcFi1ahAEDBmDx4sVyZ4v6UI0aec36iYmJRWa08hgYGMjM8PSh5OS8uyP5yQUAGBoaYu/evQCA6OhorFy5Etra2vjxxx9Rs2bNEtfhQ/fv38fNmzfx44/vL3YGDBiADRs2wN/fHwsXLizV/vMV9hnnJxNv374tMLFISkqS+kwqGvP/zoWoqOeS/+e/t7Ss99nP5a3q8cuTm5uLJYvmIejkcYybOAXTZ3yvlHoM6t4SdY2rI+bCb1LlLUWmGD3QBqJ+i/EspmQJe3Jq3kXXii1BOPH3TZnlMXFFDwTP9/BZHOqZSg+2rqGvDX3danjw9P3d5PbNLXDUexrepmagzwQvPHoWV6I6lxVVP/crQ/zjbc0wql1dnL4XB49zjyCnAUzCoVFNvEnNws1o6RnSNNQESErPRlpW3sX+nmtRuPIkQWb7N6lZMmUFeZGUgdp60l38dDXVoV1VHc8T3yfUVsY6cB9ohbSsHMw6fAcvkjI+3pXSKGNC57i4OJw+fRqbN2+GnZ0dAMDZ2RlXrlzBoUOH0KhRI2hoaMDNzQ3q6upo0KABIiMj4ePjg+HDhyMrKwvbt2/H7Nmz0bVrVwB5M5Xa29sjKCgIX331VYHHLjCp8PHxkfT1e/HiBXbv3g0TE9m5u//991/k5ip2buLPkZaWltyLbL0i+hyvWrUKdnZ2sLe3B5A3AHnIkCH48ssv8fXXX+Ovv/6SSirMzc0LbDW6d+8ebt++DYFAIJUg5ubmQiwW4/Tp0xgwYIDMdh930SmMtbU1NDQ0EBYWhpYtZQc7hoeHY926dVi0aJHcz6Nt27a4du1agfvPT14/7AokFAol+7KwsMC2bdvw1VdfYfLkydi/f7/cRKm4Dh06BADw8PDA6tWrpZYdPXoUrq6ucsc5lFRhn3G7du0AAKGhoQV2Dbt27VqFHaQNABYWljAxqY2/zp2FXae8c/ndu3e4eOFvdO7ioNzKlQNVj18eT49fEXTyOL53nYvRY8YqrR4uy/2gqy39M7zD3QkPIl/hF5+gEiUA+VLSMvFvRBTqmxpJtTw0b1QHK2cNwc/rjxd7v39djYDXghGoW8tAMgPUwG4tkPUuG5f+ybujbF67Bo56T8OrN2/Rz3ndJ9W5rKj6uV/R4x/cwgSj2tXF4Rsx2Hip6OnVBzY3hlYVNUzbf1MyhWwHCwNoaqjhZnQy0t/l4lFcKuroa0q1PNSrqYUpncyxMyQKb1KL91C6sOdJmOlQD4baVSQzQHWqVx3vcnIlSY2xblW4D7RCYto7zDl2p9j7Li/KSBqrVauGLVu2yFwTCAQCJCUlITQ0FO3atZO6VrSxscHGjRsRGxuLly9fIi0tDba2tpLlOjo6aNq0KUJDQz8tqcjNzZXcMRUIBDhy5IjMOkKhELq6uvj+e+XcYVIFwcHBuHPnDjp16iR1cqqpqUFHR0fSMlAchw4dgrq6Onx9faWSmXfv3sHR0RH+/v5ykwogr7Vq0KBBRT7oUFdXF3369MGuXbvw9ddfQ0dHR2q5j48P7ty5g9q15T9Yx8nJCd9++y2OHj0qc+KmpqZi/fr16NSpU6HdjgwNDeHu7o7Jkydj7dq1Uq0MJZGVlYXAwEB07NgRCxYskFp28eJFrFq1CidPnsTQoUM/af8fK+gzbtiwITp37oy1a9fCzs4OWh81lwcEBODRo0f4+eefFVKPsiAQCDB+4iSscF8GPX19tGrdBv779iAxIQGOSrygLC+qHv/H7t29Df+9u2Fja4eWrVrhZvj7J1ELhWpo1ty63Ory8cxKAJCe+Q7xSamShKCeqSGMquvg6s2nxd7vso0ncWD1JCSlpCPwf//C0EAHS6YPQG6uGLceyg6Cteq/RO5+DpwKxfxJfXBs/TQs3XACtY0M4P79l9gecBmxb/IurH6f8zX0tDXxw8oDMDOpDjOT962Wz2Li8fK18gasqvq5X5Hjr6GlgYl25nj8OhV/P3iDJsbSf68jXqXAWLcqDKpp4G5sXg8Cv+sv4D7QCvN6NcSfd+NgaqAJJxszXHj4Bnde5q3jGxIFt/6NkZqZg8uP46FXTR3jbMyQK5Y/Fa3jrjC59fvrwRt8294Uvwyygm/Ic9TUroKJdub44/YryUxT0zpbQLuKGrzPP0EtnaqopfO+a07s20zEp1WsJKM0kpOTJb01PqSnpyd1TaejoyPzvLMbN24gODgYixYtwv79+9GwYUOp5fnd8GNiYvDqVd7vRGNjY5l1YmIKn6CiwKTC2dkZzs7OAAArKyvs3bsXbdu2LXRnpHizZ8/G5MmTMX36dIwZMwZmZmZ4+fIlgoKCcPv27WLPzJSVlYXjx4/jiy++kNz5/tCwYcOwc+dOPHjwANWqVZO7j0WLFuHKlSuIiyu8WX3u3Ln45ptvMGrUKMyYMQNNmjTB69ev4evri7/++gsbNmwosPWgTZs2mDNnDhYtWoSHDx9iwIAB0NXVxd27d7F27Vq8e/cOK1asKDLerl27YtCgQdixYwf69u2L5s2bF7huaGiozAPw6tatiwcPHiAhIQHjxo1D48aNpZZbWlpix44d8PPzU1hSART8Gbu7u2PcuHEYOXIkZs6ciSZNmuDt27c4ceIEduzYgVmzZsn9XiuSEaO+RUZmJvbt3oU9u3ZCZNUEG322wfSjCQI+V6oe/4fO//0XxGIxQoL/DyHB/ye1rFo1LVwMLt5DMsvL/El94DjIFtVauxR7m5Pnb2LYDz5YMLkvxgyyRXJqBv4XfA8/eR1DekbxL3TSM96hn/M6eM4djh3uY5GUkg6fAxex2Dvv+Tbq6kL06dQM6upq8F0xTrbuq49gzW7Z8XzlSdXP/YoafztzA1RRF6K+oTa8hsn+jRy6NRSj25uiVxMj9PTOe8hq6LMkLD4ZgdHtTeHWrzHSsnLw591X2Bn8/ungV54mYMl/6/RuYoTUrBz88zwJ2648Q6acaWoLkpmdi7nH7sClSz3M69kQqVk5OH4zFtv/O5aaUIAOFgZQEwqwoLfsxDWbL0fiUFjhF8FlTZEP9fb19YW3t7dMuYuLC2bMmFHgdo8ePYKLiwtatmyJESNGwNfXV+YaLP99ZmampJeSvHU+fjbax4o1puLcuXOoVasWIiMjJd1M4uPj8fjx4wp/IVPZ2dnZYd++ffDx8YGrqyuSkpKgo6MDGxsb7N+/v8gZoPKdPXsWiYmJGD16tNzlTk5O2LNnD/z9/SUzQ31MX18fS5cuxdSpUws9lpGREfbv348tW7bAw8MDL1++hK6uLpo3bw4/Pz+0aNGi0O3HjRuHZs2aYfv27Rg/fjxSU1NRt25d9OnTB+PHj5dp/SjIggULcOnSJSxcuBABAQEFdgv7uBUCAMaMGYMnT57A3NxcJuMH8n64Ro8eDU9PT9y6davQpKUkCvqMjY2NceDAAezcuROenp6IioqClpYWWrZsia1bt1aaGdicxo6H09jxyq6G0qhq/FOmumDKVJcC31c0tiOlJyeZvGQPJi/ZI3fdZzHxBSYbf1y4hT8u3Cp1fR4/f40vXeQ/ZC87Oxd6Hb4r9THKmqqe+/kqYvyn78Xh9L3CbxL+du4RfjsnPYV7yNNEhDxNLGCLPMFPExFcxDrFEZ2UiQXH78ldlpMrRt+NV0t9jLKkyKTCyckJgwcPlikvrBv9tWvX4OLigjp16mDz5s2S52t9nBzkv9fS0pJ06c7KypJKLLKysmR6SnxMIC7G44bj4+Mxbdo0vHnzRjI///nz5zFlyhTY2dnBy8ur2Bd6RKR8GdnKrgEpy7sS3Cn8HNXqOFPZVVCqhGuydzpJNQzcFKzsKijdGRfboldSoFmB8hOiT7F6kFWJ1g8MDMSCBQvQoUMHqev0SZMmQVdXV2qc6JUrVzB27FhcunQJMTExGDZsGIKCgqSm5P/mm2/QsGFDLF26tMBjFmtg+m+//Ybo6GjJE5kBoHPnzti+fTseP36MNWvWlChQIiIiIqLPmUAgUNirJI4fP445c+agb9++2Lx5s9SN//bt2+P69evIzn5/dzE4OBiWlpYwMjKClZUVdHR0cPXq+1aglJQU3LlzBx06dCj0uMVKKi5evIjZs2dLdQMRCoWws7PDzJkzFfZ0YSIiIiKiz4FQoLhXcb18+RI//fQTbGxs8OOPPyIxMRFxcXGIi4tDYmIihg4divT0dCxYsAAPHz7E0aNHsXPnTkyZMgWAdPfus2fP4t69e/jhhx9gbGyMXr16FXrsYo2pSE1NLbAfVfXq1SUP5yIiIiIiIuU4ffo00tPTERwcjM6dO0sta9OmDfz8/LBt2za4u7tj8ODBMDIygqurK4YMGSJZb+bMmcjJycHixYuRnp6Otm3bYuvWrUVO0V+sMRWjR4+Gtra25GnOH5o+fTrevHkDf3//4sZLRErGMRWqi2MqOKaCVBPHVJT/mIo5JyMUtq9V/UUK21dZKVZLhbOzMyZPnoyBAweiV69eqFmzJuLj43Hu3Dncu3cPPj4+ZV1PIiIiIqJKQ1gBnphenoqVVNjb22PTpk1Yt24dNmzYALFYDIFAgCZNmmDTpk1o1apVWdeTiIiIiIgqqGIlFQDQpUsXdOnSBZmZmUhMTISuri4eP34Mf39/fP/99wgLk/9ERCIiIiIiVVOs2ZA+I8VOKj50+fJl+Pn54datWxCLxWjTpo2i60VEREREVGmpWO+n4icVT548gb+/P44ePYrk5GTUrl0bzs7OGDx4MMzNzcuyjkREREREVIEVmlTk5OTg7Nmz8PPzQ0hICDQ0NNC1a1ecPXsWv//+O1soiIiIiIjk4EDt/3h5eeHgwYOIi4tDs2bNsGjRIgwcOBBqampo27ZtedaRiIiIiKhSUbGcouCkYsOGDRCJRPDy8kLr1q0l5WlpaeVSMSIiIiIiqhwKHJg+bNgwvHjxAo6OjnBycsKRI0eQnp5ennUjIiIiIqqUhALFvSqDApOKZcuW4dKlS1i2bBlycnIwf/58dOrUCYsXL4ZAIIBA1dp0iIiIiIiKSSgQKOxVGRQ6ha6mpiYGDx6MPXv24M8//8S3336LkJAQiMViuLq6wsPDA/fu3SuvuhIRERERUQVU7OdyWFhYwNXVFefPn8emTZvQpEkT7NixA4MHD0b//v3Lso5ERERERJWKQKC4V2VQ4offCYVCODg4wMHHHRRRAAAgAElEQVTBAfHx8Thy5AgOHz5cFnUjIiIiIqqUKstYCEUp1RPEa9SogQkTJuDkyZOKqg8REREREVUyJW6pICIiIiKiwgmgWk0VTCqIiIiIiBRM1bo/MakgIlIhGuql6vVa6cUFr1N2FYiU4rizrbKrQJ85JhVERERERArGlgoiIiIiIioVVXtQtGq3gxMRERERUamxpYKIiIiISMHY/YmIiIiIiEpFxXo/sfsTERERERGVDlsqiIiIiIgUTKhiTRVMKoiIiIiIFEzVxlSw+xMREREREZUKWyqIiIiIiBRMxXo/MakgIiIiIlI0IVQrq2D3JyIiIiIiKhW2VBARERERKRi7PxERERERUalw9iciIiIiIqISYEsFEREREZGC8eF3RERERERUKiqWU7D7ExERERHR52jz5s0YNWqUVNmsWbMgEomkXl26dJEsz83NhZeXFzp37oyWLVti/PjxiIyMLPJYbKkgIiIiIlIwZXd/2rt3Lzw9PdG6dWup8oiICMycORPDhw+XlKmpqUn+v379evj5+WHlypUwNjaGh4cHJkyYgJMnT6Jq1aoFHo8tFURUbgIOHsDAvr3QoU0LOH4zAv/eCFN2lcoV41fd+HNycuC7fSu+7N8L9jZtMOab4bgaEqzsapUbVf7uAcavqvELBIp7lURsbCycnZ3x+++/o169elLLsrKy8PTpU1hbW8PIyEjyqlGjhmT59u3b4eLigq5du8LKygqenp54/fo1goKCCj0ukwoiKhfHjx3F8qVL0H/gIHisWQddXV1MnTwBUVHPlV21csH4VTv+XTu3Yf06T3z51RB4rPWGqZkZZkydhHt37yi7amVO1b97xq+68QsV+CqJ27dvQ1tbG4GBgWjZsqXUskePHiE7OxsNGzaUu+3du3eRlpYGW1tbSZmOjg6aNm2K0NDQIuOlSqp79+4QiUTYtGmT3OVeXl4QiUSYN2+e1Daenp6S9x/3qWvevDm6d++O5cuXIykpSe7xPly3c+fOmD9/Pl6+fCm1rqOjI2bPnl1g3aOiomSO/eHrwya5j82bN6/QbS9cuCCzzfz58yESiRAYGCh3nykpKVi1ahW++OILNG/eHDY2Npg8ebLUD5Cjo2OhxxWJRACAdevWFbqOn58fACAkJERmmZWVFdq2bYtvvvkGISEhkmPnr+vu7i63/iKRCAcPHizwM1M2sViMDd5eGDpsOJynuaBzl65Y670RBtWrY88uX2VXr8wxftWOHwBOBB5Fn74DMH6SM2xs7bDsl1WoaWiIY0cOKbtqZUrVv3vGr9rxK0v37t3h4eEBMzMzmWURERFQV1fH5s2b0b17d/Ts2RPLly/H27dvAeS1cgCAsbGx1Ha1atVCTExMocflmIpKTkNDA0FBQXB2dpZZ9scff0BQjDazefPmYcCAAQCAjIwM3Lt3D6tWrUJISAj8/Pygo6MjWdfJyQmTJk0CAGRmZuLp06dYvXo1hg8fjgMHDsDExKRE9V+zZg3atWsnN67CtGjRAhs2bJC7TF9fX+p9amoqTp06hfr168PPzw+DBg2S2cbZ2RlpaWn4+eefYWFhgeTkZPj5+cHJyQk7duxAhw4dsG7dOrx79w4AEBMTg2HDhhVYfyMjIxw5ckRu/XR1daXe79+/H3Xr1gWQNzgqOjoaHh4emDx5MoKCglCnTh3Jurt370bv3r3lHrMie/YsEtHRL+DQrbukTENDA527OODypYtKrFn5YPyqHT8AvMvKgraOtuS9mpoadHR0ZG7efG5U/btn/Kodf3GuwYorOTkZycnJMuV6enrQ09Mr9n4ePHgAADA1NcWmTZsQGRmJX3/9Fffu3cOuXbuQnp4OAKhSpYrUdlWqVEFWVlah+2ZSUcnZ2dnh/PnzePLkiVS/uTt37iA2NhZNmzYtch86OjowMjKSvDczM4OVlRUGDhyIrVu34vvvv5csq1atmtS6pqamsLa2xoABA+Dh4YHffvutRPXX19eX2l9xqaurF3u7P/74Azk5Ofjhhx8wY8YMRERESFoVAOD+/fu4du0aDh48iBYtWkjKly1bhtu3b2P37t3o0KEDDAwMJMsyMzMLrb9QKCx2/apXry61rrGxMVatWoVu3brh3LlzcHR0lCwzNTXF/PnzERgYiGrVqhVr/xVB5NOnAAAzcwupclNTM0Q9f4acnBypQWKfG8b/FIDqxg8Aw0Z+gy2bN6Bb955o0qw5jh87gsePHmL6jB+UXbUyperfPeN/CkB141fkMG1fX194e3vLlLu4uGDGjBnF3o+rqyumTJkiSUQaN24MQ0NDjBw5Ejdu3ICmpiaAvLEVHyYWWVlZ0NLSKnTf7P5UyTVp0gSWlpY4deqUVPnJkyfxxRdfFDpKvzBmZmb44osvcOLEiSLX1dfXx5AhQ3D69Okis1hlCAgIQLt27dCtWzcYGBhIuh/ly/+Fdv78eeTm5kotW79+PRYtWlRudc2X/70JhdI/okuWLEFcXBw8PDzKvU6lkZqSAgDQ1tKWKtfW1kZubq7kzsjnivGrdvwA8PXwUWjVui2mTh4Hh07t4bHqF0yd/h26fnAH93Ok6t8941ft+BXJyckJ586dk3k5OTmVaD9CoVCmZSP/RmtMTAxq164NAHj16pXUOq9evZLpEiWz7xLVhCqkvn37yozIDwoKknRp+lRWVlZ4/vw5UlNTi7VuRkYGnv53V6KiePz4McLCwtCnTx9oaGigZ8+eCAwMlIqpQYMG6NWrF7y9veHg4IAFCxbg8OHDkh+uon6IFC0uLg5Lly6FtrY2evToIbXM3Nwcs2bNwp49e3Dt2rVyrVdpiMViALJNwfnlyp52r6wxfsbv4jwRt8JvYN7CJdi8zRcTJjnDZ9N6HPDfq+zqlSl+94wfUN34hQKBwl56enowNTWVeZWk6xMATJ8+HVOnTpUqCw8PBwA0bNgQVlZW0NHRwdWrVyXLU1JScOfOHXTo0KHQfbP702egX79+2LhxIx4/foz69esjLCwMqampsLOzK3AQd3Hkn6gpKSnQ1tYu1rr5A32Ky9nZWW7Tp7u7O/r161fgdjdu3JCZdxnIa2H5cDD2oUOHoKGhgV69egEA+vfvj4MHD+L48eMYOXKkZL01a9YgICAAgYGBCAwMREBAAACgW7duWL58OQwNDUsU16tXr+TWT01NTWb2hC+//FLyCzcnJwdisRht27bF7t275Y5RcXR0xJ9//okFCxZUmm5QOv+NI0lNTUXNDz7LtLQ0CIVCVCuiSbWyY/yqHf+NsH9wI+w6Vv6+Bj179QEAtGtvg+ycHKxd/TsGDPoKWlqF/46trFT9u2f8qh1/RUyZ+vXrh1mzZsHHxwd9+vTB48ePsXTpUvTu3VvSYjF69Gh4enrC0NAQpqam8PDwgLGxseRaqiBMKj4DjRs3RqNGjXDq1ClMmzYNJ0+eRO/evYsc7FyU/AThw4HaRa1b0ox56dKlci++i7qIb9KkidQsVvk+jDk7OxvHjh2DnZ2dZDyEjY0NjIyM4OfnJ5VUqKmpYfjw4Rg+fDjS0tLwzz//4MyZMwgICICLiwv8/f1LFJehoSH27pW9Aylv0NbGjRtRp04dpKSkwMfHB+Hh4Zg5cyaaNWsmd98CgQArVqzAoEGD4OHhoZTuWSVlbpHXnzYq6rnk//nvLS3rKXQwW0XE+FU7/tiXeTOmWLeQntqxVes28N2+BdEvXqBho8bKqFqZU/XvnvGrdvwVUf/+/ZGbm4utW7di/fr10NXVRf/+/fHDD+/Hd82cORM5OTlYvHgx0tPT0bZtW2zdulVm8PbHmFR8JvK7QDk7O+PUqVNYvXp1qfd5+/ZtWFpaFtlKkb+ulpYWLC0tS3SMWrVqwcLCougVP1K1atUit/v777/x+vVrXLhwQWrAem5uLuLi4hAWFobWrVvjzJkziIiIgIuLCwBAS0sL9vb2sLe3R7169bBixQokJCSgevXqxa6fUCgsdlx16tSRrLt69WpMnDgRkyZNwuHDhwvcR343qF9++QW9e/cudr2UxcLCEiYmtfHXubOw62QPAHj37h0uXvgbnbs4KLdy5YDxq3j8//1e/DfsH5j07S8pv3UzHGrq6jA2LtmseZWJyn/3jF+l468IOdPKlStlygYOHIiBAwcWuI2amhpmz55d6KMB5GFS8Zno168fvLy8cPDgQQiFwlJPORodHY1z585hypQpRa6bkpKCI0eOoF+/fqVuHVGkQ4cOQV9fH7t27ZIa8PzmzRuMHz8e/v7+aN26NV6+fIlNmzZh0KBBMDc3l9qHvr4+NDU1i5VYKYKamhpWrlyJAQMGYM6cOfDz85MZrJ3P0dERp0+fxoIFC8qlbqUhEAgwfuIkrHBfBj19fbRq3Qb++/YgMSEBjmPGKrt6ZY7xq3b8TZo2h32XrljpvhRJSUmoV78+rl+7Ct/tWzHqG0folrCFtzJR9e+e8TN+VcKk4jNRr149NGnSBKtWrcKwYcMKvBCVJyUlBXFxcQDynlNx8+ZNeHp6wtzcHGPHjpVaNz09XbJuVlYWHj58iLVr10IoFOK7776TWjcuLk7ug+js7Owk/09KSpLs72OFTcmanZ1d4HZaWlpIS0vDxYsX4eTkBCsrK5l1evTogaCgIMyfPx9Dhw7FgQMH4OTkhBkzZqBdu3bIyMhAeHg4PDw8MGnSpCKb/D6W3xoij6ampsyzKj5kbGyMOXPmYNGiRdi9e3eBMzsIBAL88ssvcp+7URGNGPUtMjIzsW/3LuzZtRMiqybY6LMNpnIezvM5YvyqHf+vv6/FBu812L51E5KTkmBmboEf5y3E0GEjlF21Mqfq3z3jV+34VQmTis9Iv3794OHhgf79+xe98gdWrlwpaR7T1tZGnTp1MHDgQIwdO1ZmTmJfX1/4+uY9BbNatWowNjaGg4MDxo8fj1q1akmtGxwcjODgYJnjfThr0YfPwPhYeHh4gVPihoeHw97eXu6ySZMmQU9PD7m5ufjmm2/krjN+/HicOXMGhw8fxvjx47Fnzx5s3rwZPj4++PnnnyEQCNCoUSP8+OOPGDJkSIF1LEhcXFyB9evXr5/c8SAfGjZsGE6cOIE1a9bIzAD1IXNzc7i6umL58uUlrqMyOI0dD6ex45VdDaVh/Kobv6amJmbNnodZs+cpuypKocrfPcD4VTV+VZtiVSDOn9eLiFRGRraya0CkHNk5qv0nT11NtbpjEH1Is5xvpR+4Ea2wfQ1vVUdh+yorqpZEERERERGRgrH7ExERERGRgqlauyCTCiIiIiIiBVO12Z/Y/YmIiIiIiEqFLRVERERERAqmanfumVQQERERESkYuz8RERERERGVAFsqiIiIiIgUTLXaKZhUEBEREREpnIr1fmL3JyIiIiIiKh22VBARERERKZhQxTpAMakgIiIiIlIwdn8iIiIiIiIqAbZUEBEREREpmIDdn4iIiIiIqDTY/YmIiIiIiKgE2FJBRERERKRgnP2JiIiIiIhKhd2fiIiIiIiISoAtFURERERECqZqLRVMKoiISGUIVeyPPNGHcnPFyq6CkpXvLwBVm1KW3Z+IiIiIPnNMKKissaWCiIiIiEjBVK1llEkFEREREZGCsfsTERERERFRCbClgoiIiIhIwTj7ExERERERlQq7PxEREREREZUAWyqIiIiIiBSMsz8REREREVGpsPsTERERERFRCTCpICIiIiJSMIFAca9PtXnzZowaNUqq7O7du3B0dESrVq3g4OCAbdu2SS3Pzc2Fl5cXOnfujJYtW2L8+PGIjIws8lhMKoiIiIiIFEygwNen2Lt3Lzw9PaXK4uPjMXbsWFhYWCAgIADfffcdvLy8cODAAck669evh5+fH5YvX479+/dDTU0NEyZMQGZmZqHH45gKIiIiIqLPRGxsLJYsWYKQkBDUq1dPatmBAwegoaEBNzc3qKuro0GDBoiMjISPjw+GDx+OrKwsbN++HbNnz0bXrl0BAJ6enrC3t0dQUBC++uqrAo/LlgoiIiIiIgUTCgQKe5XE7du3oa2tjcDAQLRs2VJqWWhoKNq1awd19fftCjY2Nnj+/DliY2Nx9+5dpKWlwdbWVrJcR0cHTZs2RWhoaKHHZUsFEREREZGCKXLup+TkZCQnJ8uU6+npQU9PT6qse/fu6N69u9z9xMbGomHDhlJltWrVAgDExMTg1atXAABjY2OZdWJiYgqtI5MKIiIiIqIKzNfXF97e3jLlLi4umDFjRrH3k5GRgSpVqkiV5b/PzMxEenq6VNmH62RlZRW6byYVRERERESKpsCmCicnJwwePFim/ONWiqJoamrKJAf577W0tKCpqSkp+zCxyMrKgpaWVqH7ZlJBRERERKRginz4nbxuTp/CxMRE0sUpX/57ExMTiMViSZmOjo7UOh93m/oYB2oTEREREamA9u3b4/r168jOzpaUBQcHw9LSEkZGRrCysoKOjg6uXr0qWZ6SkoI7d+6gQ4cOhe6bSQURERERkYJVhIfffWzo0KFIT0/HggUL8PDhQxw9ehQ7d+7ElClTAOSNnRg9ejQ8PT1x9uxZ3Lt3Dz/88AOMjY3Rq1evQvfNpIKIyk3AwQMY2LcXOrRpAcdvRuDfG2HKrlK5YvyqG39iYgJaW1vJvGbPmqnsqpULVf7uAdWOX5XPfWU//E6emjVrYtu2bXj27BkGDx4MLy8vuLq6YsiQIZJ1Zs6ciWHDhmHx4sUYNWoUxGIxtm7dKjN4WyZecX7nKSJSGRnZRa+jaMePHcXiRfMxZep0NGtuDb+9u3Ej7B8cOHwMpqZm5V+hcsb4K0b8ubnK+ZN3NSQYUyaOxYbNW6Gt/b6fsr6BASwsLMutHkKhIi9PiqeifPfKUlHiV/VzHwC0qpTv+X/tSZLC9tW+nr7C9lVW2FJBFY6joyNmz54td5mnp6dk7mVHR0e0adMG0dHRMuutW7cOXbp0KXKfBw4cgJWVFZYvXw6xWIx169ZBJBLh7NmzMuuGhIRAJBIhMjJSqjw8PBwzZsxAx44dYW1tjV69emHlypWIi4uTrHP27FmIRCJERERIbXvixAmIRCJMnz5d5ng9e/bE4sWLAQAikQhDhgyR6gNZVGwViVgsxgZvLwwdNhzO01zQuUtXrPXeCIPq1bFnl6+yq1fmGL9qxw8AD+5HoGZNQ3S0s0eLlq0kr/K+qCpvqv7dq3r8gOqe+6qISQVVaqmpqVi0aNEnbbt//34sXrwYEydOxKJFiyD4oNPikiVLkJCQUOQ+jh49ilGjRsHAwACbN29GUFAQFi5ciBs3bmDw4MGSJMLW1hbq6ur4559/pLa/ePEiateujStXruDdu3eS8tjYWDx79gydO3eWlN2+fRtbtmz5pFiV7dmzSERHv4BDt/cP49HQ0EDnLg64fOmiEmtWPhi/ascP5F1YNWrcWNnVKHeq/t2revyA6p77QN7sT4r6VxkwqaBKzczMDJcvX8b+/ftLtJ2/vz+WLFmC6dOny9zl19XVRXZ2NpYvX17oPp4+fYpFixbh+++/x7Jly9CiRQuYmpqia9eu2LVrF8zNzeHq6oqcnBzo6OigefPmUkmFWCzG5cuXMXXqVGRkZOD69euSZdeuXYOamhpsbW2lYl2/fr1Ma0dlEPn0KQDAzNxCqtzU1AxRz58hJydHCbUqP4z/KQDVjR8A7t+PQEZGBpxGj4RN2xbo3aMrdm7fis+9B7Kqf/eqHj+guuc+UDEHapclJhVUqbVq1QojRozAr7/+KrcblDz+/v5wc3ODq6ur3KdQamlp4aeffsKJEydw5syZQvejo6ODsWPHyiyrUqUKZs2ahQcPHuDy5csAgI4dO0olDnfv3sWbN2/Qu3dvtGjRAhcvvr9rdfXqVbRs2RK6urqSsnHjxqFevXqYP3++3G5QFVlqSgoAQFtLW6pcW1sbubm5kid4fq4Yv2rHn5ubiyePH+Hp0ycYOmwEvDf6oE+//li3djV8Nm1QdvXKlKp/96oevyqf+6qISQVVenPmzIG+vj4WLlxY5Lp+fn5wc3NDjx49MGnSpALXGzBgAHr27Ak3N7cCu0GFhYXB2toaGhoacpe3adMGVatWlbRO2NnZ4cWLF4iNjQWQ1/XJ2toaBgYGsLe3x4ULFyTbhoaGolOnTlL7q1KlClasWIGIiAj4+PgUGWtFkn9HSvDR7Zb8cmFluQ3ziRg/41/rvQm+e/wx6MvBaN/BFj+4zsGQr4dj546tyMzMVHYVywy/e8avquc+UDFnfypLTCqo0tPR0YG7uzv+7//+D/7+/gWuFxwcjGXLlsHW1hb/+9//EBISUuh+3dzckJ2djWXLlsldnpiYCAMDgwK3FwqF0NfXR3x8PIC8VhUtLS1JknHx4kXY29sDAOzt7XH//n3ExsbizZs3ePTokdR4inzNmzfHxIkTsWHDhkrVDUrnvxaX1NRUqfK0tDQIhUJU09JSRrXKDeNX7fjV1NTQwcYW5h91gbHr1BkZ6el4/iyygC0rP1X/7lU9flU+9wGoXFbBpIIqHHV19QL7WorFYqirq8uU29nZYcSIEVi1ahVevHghd9v4+HisWLECW7ZsQbNmzTB79mzJBb88hoaG+Omnn3Dy5Em53aAMDAzw9u3bArcXi8VISUlB9erVAeS1NLRt2xbXr19HSkoKbty4IUkcrK2toa+vj+DgYFy7dg36+vqwtraWu9/p06dXum5Q5hZ5f1Ciop5LlUdFPYelZT2Zu3ifG8av2vG/ehWLgIP7ZX7fZGZmAAAM/vsd8TlS9e9e1eNX5XNfFTGpoApHX18fycnJcpclJiZCX1/+XM1z5syBgYFBgbNB9e7dG19++SU0NDTw+++/IyUlBfPmzSt0sNiH3aASExOllrVt2xb//vsvsrKy5G578+ZNpKWloU2bNpIyOzs73LhxA8HBwdDS0kKLFi0AQDIo+9q1awgNDUXHjh0hFMr/8axSpQpWrlxZqbpBWVhYwsSkNv46936q3nfv3uHihb/RwbajEmtWPhi/asf/Lusdli9dgj9OBEqVnztzGhaWljA0NFJSzcqeqn/3qh6/Kp/7gOrN/iR7y5dIyaytrbF161ZkZGRAU1NTUi4Wi3H9+nXY2NjI3U5HRwfLly/HuHHjEBUVJbNcTU1N8n9LS0vMnz8fP/30E3bs2IHx48cXWB83Nzf0798fv//+u1T5qFGjsG/fPmzZskXmORPZ2dnw8PBA/fr1JV2cgLykYvXq1bh48SI6duwoVSd7e3tJ961Ro0YVWB8AaNasGSZNmoQNGzbA0NAQxsbGha6vbAKBAOMnTsIK92XQ09dHq9Zt4L9vDxITEuA4Zqyyq1fmGL9qx1/X1BR9+vbHBm8vCIVC1KtfH2dO/4lzZ09j9dr1yq5emVL1717V41flcx+oPLM2KQqTCqpwhg4dih07dmD69OmYOnUqateujZcvX2L37t2IjY3FuHHjCtw2vxvU/v37i7zQHj58OM6fP4/Vq1ejXbt2klaDjxkaGmLx4sWYNWuWVLmZmRl++eUXzJ07Fy9fvsSwYcNgZGSEx48fY+PGjXjy5Am2bdsmlTiIRCLo6ekhMDAQCxYskNqfvb09li1bhtzcXJlB2vJMmzYN586dw/3794tctyIYMepbZGRmYt/uXdizaydEVk2w0WcbTM0+/yfqAoxf1eNfstQdWzZvwN49vngdF4d69Rvgd08vqecXfK5U/btX9fhV+dxXNQKxKkwUTJXOixcvsHbtWly5cgUJCQnQ19dH+/btMWPGDDRo0ABA3pOkjY2NZVoQUlJSMGjQIGRnZ0tmVCpo3fj4eAwaNAhVq1bF0aNHsXPnThw8eFBqJqZ8M2bMwOnTp3H69GlYWLwfdHb37l1s3boVV69eRWJiIkxMTNC9e3dMnDgRRkayTbuurq44ceIEzp8/DxMTE6llffv2BQAEBQVJlYtEIixfvhzDhg2TKr99+zaGDx+Ovn37ysRWmIzKMRSDSOFyc1X7T55QqGK3TklC1c99ANCqUr7n/7/PCh53WVItzXWLXknJmFQQqSAmFaSqVP3CikmF6lL1cx9QQlLxXIFJhVnFTyo4UJuIiIiIiEqFYyqIiIiIiBSssszapChMKoiIiIiIFEzVZn9i9yciIiIiIioVtlQQERERESmYijVUMKkgIiIiIlI4Fcsq2P2JiIiIiIhKhS0VREREREQKxtmfiIiIiIioVDj7ExERERERUQmwpYKIiIiISMFUrKGCSQURERERkcKpWFbB7k9ERERERFQqbKkgIiIiIlIwzv5ERERERESlwtmfiIiIiIiISoAtFURERERECqZiDRVMKoiIiIiIFE7Fsgp2fyIiIiIiolJhSwURERERkYJx9iciIvpspWXmKLsKStXQeb+yq6BU0Tu+UXYVSEmMHXcpuwpK93a/U7kej7M/ERERERERlQBbKoiIiIiIFEzFGirYUkFEREREpHACBb5K4PHjxxCJRDKvgwcPAgDu3r0LR0dHtGrVCg4ODti2bVupQwXYUkFERERE9NmIiIiAjo4OTp06JVWuq6uL+Ph4jB07Fj179oSbmxvCw8Ph5uYGXV1dDB8+vFTHZVJBRERERKRgypr96f79+2jQoAGMjIxklu3cuRMaGhpwc3ODuro6GjRogMjISPj4+JQ6qWD3JyIiIiIiBRMIFPcqiYiICDRo0EDustDQULRr1w7q6u/bFWxsbPD8+XPExsaWJly2VBARERERVWTJyclITk6WKdfT04Oenp5U2f3792FhYYGRI0fi2bNnsLS0xLRp02Bvb4/Y2Fg0bNhQav1atWoBAGJiYmBsbPzJdWRSQURERESkYIrs/OTr6wtvb2+ZchcXF8yYMUPyPi0tDVFRUahRowZcXV2hra2NwMBATJw4Edu3b0dGRgaqVKkitY/895mZmaWqI5MKIiIiIiJFU2BW4eTkhMGDB8uUf9xKoaWlhevXr6q8foMAACAASURBVENDQ0OSLDRv3hyPHj3C1q1boampiaysLKlt8t9raWmVqo5MKoiIiIiIKjB53ZwKoq2tLVPWuHFj/PXXXzAzM8OrV6+kluW/NzExKVUdOVCbiIiIiEjBBAr8V1xhYWFo3bo1wsPDpcpv3bqFRo0aoX379rh+/Tqys7Mly4KDg2FpaSl3tqiSYFJBRERERKRgypj9qXnz5jA1NcVPP/2E69ev49GjR1i+fDnCwsIwdepUDB06FOnp6ViwYAEePnyIo0ePYufOnZgyZUqp42X3JyIiIiKiz4CGhga2bt0KDw8PzJw5E8nJyWjWrBm2b9+Opk2bAgC2bdsGd3d3DB48GEZGRnB1dcWQIUNKfWwmFURERERECqacR98BxsbGWLVqVYHLra2t4e/vr/DjMqkgIiIiIlKwkj60rrLjmAoiIiIiIioVtlQQERERESmcajVVMKkgIiIiIlIwVev+xKSCiIiIiEjBVCynYFJBROUn4OAB7Ny+FbGxLyGyaoLZc+ahZavWyq5WuVGV+HNycnDAbzeOHT6E2JcxMKldG0OGjcLXI76B4KNbd/v37UbgkYPYezBQSbUFNNSE+HFwc4zoVA81dKvi+qPXWLwvDOGRCcXafu5ga8wdYo0ajvvKpH51a2hhhWNbdGlqjIx3OfC/9ATuB8PxLidXsk6HRoZY+HVLtLCojrSsbJy/HYslfmGIS84okzqVlKqc+wWpqPFrqAkx7+uWGNm5PmrqVkXow9dYuCcU/z6JL3Cbg3O6o09bM5lykzF7kZqZLWeLT1e3phZ+G2uDLs1NkJmVg30XHmGpf5jUuW/T2AiLR7ZGC8uaSM/Mxl+3YrBoTyjikirGua9KOFCbiMrF8WNHsXzpEvQfOAgea9ZBV1cXUydPQFTUc2VXrVyoUvw7tmzEJu816NNvAFZ5eqNHzz5Y67ESe323S6339//OwnvNb0qq5Xvuo9tgSi8R1py4jTFrLiA9MweBC3rAtKZWkds2MdXH9wObllndqqgLETCnG8wMteG86Qp+P3obE75ojOXftpGs07iOHo7M646UjHeYtOEyFvuFwaaRIQ7N6QZ1NeXfK1Wlc1+eihz/Sqf2cO5jhdXHbuEbj7+RnpmNk4t7w8xQu8BtmllUx/o/7qD7opNSr7QsxSYUVdSFOLawJ8yMtDHZ+xJ+PRyOSb1EWDGmvWQdUV19HP+pF1LSszHe6wIW7gmFbeNaOLqgZ4U495Xx8DtlYlJB9IHp06fLfQDMhAkTIBKJcPbsWany0NBQiEQi+Pj4QCQSITIyUmbb7OxsiEQiHD58WFImEolw8OBBAED37t0hEokKfHXv3h0AMG/evELXu3DhgiI/CoUSi8XY4O2FocOGw3maCzp36Yq13hthUL069uzyVXb1ypwqxZ+bmwu/vb74Zsx4jJ3ojPY2HTHR2QVfDhmOfbt3AABSU1OxzvM3LPjxO1TTKvrCvSzpVtPAGIcG+PXwTew49xB/3XqJcesuQV1NiBH29QrdVigQwGuiDd68zSx1PW6sHoS5g61lyr/uaIl6xrr4dvV5nAp7ga1n72P+7lCM7dYQRnqaAICJPRsjNjEDTl4XcTY8BgFXIjFx/WVYW1SHQ/Papa5baajSuS9PRY5fr5oGxvZohBWH/sW2MxH4X3g0HD3PQ0NNiJFdGsjdRl9LA2aGOjh74wWuPXgt9RKLP60et9YNxfyvW8qUD7evj/rGehix6n/44/pz+Px5D3N2XsX4LxrDSD/v3J/c2wovE9Lx7eq/cObGCxy8/ATjvM6jhWUNdLeu82kVUiCBAv9VBuz+RPQBOzs7uLu7IzU1FdraeXdqMjIycO3aNdSuXRsXLlzAF198IVk/NDQU+vr6sLaWvRgorkOHDiEnJwcAEBYWhhkzZmD//v2oW7cuAEBNTU2ybosWLbBhwwa5+9HX1//kOpS1Z88iER39Ag7dukvKNDQ00LmLAy5fuqjEmpUPVYo/JeUt+vb/Eg7dv5Aqt7C0REJCPNLT03D8aABOB52Am/sqhFy5jHt3bimptkBaZjZ6up3Gs7gUSdm7nFyIAVRVVyt4QwDT+oqgq6kBn9MRcBsp25XFobkJFn7dAk3NDJCQkoW95x/h1yO3kFuCq6+uzU0QHhmP6IR0SdnJ61HwmmiLLs2MEXAlEveikhDxIgnZOe/3+zAmGQBgYVTwHefyoErnvjwVOf7UzGx0W/iH7LkvFqOquvx7zs0tagAAbj0rvGtgN+va+GlEazS3qI74t5nY/ddDrDj0b4nOfQfr2rjx5A2i49MkZSeuPcd6505waF4bBy8/wd2oRNyLSpQ69x9E/3fu19Ip9rFIMZhUEH2gY8eOyMnJQXh4ODp27AgACAkJgbq6OsaOHQtfX+k7S9euXYOtrS2Ewk9v9KtRo4bk//mJQfXq1WFkZCSzrrq6utzyii7y6VMAgJm5hVS5qakZop4/Q05OjlTy9LlRpfj19PQxe94imfJLF/5GLWMTVKumhc5du+GrocOhqamJkCuXlVDL93Jyxbj539gJgQAwM9TGvCEtIBaLceDykwK3q1dLB3MGW2PYb3+jdb0aMsu7NDXGgdkOCLz2HCsDbqJhbT0sGt4S1XWrYo5vKABATSh991EoeF+WKxZDLAYamOji0cu3UuslpGQhOS0LDU30AADbzz2QOX7vNqYA3l9gKYsqnfvyVOT4c3LFCH+aN3ZCIADMDXWwYHgriAHsv/hY7jbNzKsjIysHi0e0Rv92ZtD8f/buOyyKc20D+L10kWLviBE1i4qKWCkWrKDxqDHWENQYjUfsPRorRuPRGBVLosYeRIogGJMIWAANikgsYE1UgiBWOsLCfn943OMGVM53ZnZ09v7lynW5M69wrwwwz7zNxAi/XPgLs36IR+a/5zB0bVkHIfN7IjT+Dr4KTELTetZYPNwR1SxNMfOHeADlXfuKMtd+k7pWmuL4hce5z5CVX4QmdZ9f+9t/vVYmo4fT82v/+r2s/+e/jIDejQ4GwbCoIHpJ48aNUbduXZw/f15TVMTExKBTp07o1q0bVq5ciVu3bsHOzg4qlQqJiYn44osvJE799svLff4krLK59lPTypUro7S0FAUFBbCwkO9TJX1//4cPBeFc/BnMmPP8e6V+g7KTPN8Gswe2xLzBrQAAXwVdxM2/3cy/bP24jjgYdxvx1x+UW1QsGNIaCTcfYtym50VT1KV0PMl7hk3jO2HjkRSkPszDg90jtD//IAfM/vcQqB9j/oDP97/BspIxcguKy3z83EIVLCsZl5utfjVzLBvhiMQ/HuFU8v2KvXmR6Pu1/668/7kftsaCj9oAAJYHXMCN9PKL0ZYNq8LMxBA5BcUYufYEGtWywJfDHHFkUR+4zA1HkaoUi4Y54tyNBxiz/vmQ3Mjf7+FJ7jNs/acL1odfxt0HeXjq/4nWx503pDXm/XsI1P4TN/H5ljhYveraLyiG1auu/ermWPFxO5y/9RAnL2f8v/89hKJnNQWLCqK/69y5MxITEzWvY2JiMHr0aDRq1AgNGjTAqVOnYGdnh+TkZOTn58PFxQWpqdJPuHubqf/d5f33lX9eHDd4V2ah/T/p8/v/5adwrP5qKbr37I0hw0ZJHee1IhL+QmxKJtzsa2P2wJYwMTLAV8EXy7Qb7d4Ejf89z6E8lUwM0dauGnwDL2o9kY26mA5DAwO42dfGjzF/wH3Rz5pz+6d3wa9J97D7+E0A0MzTUAB41YCR8oaS1K9mjkPz3GGggKagkZI+X/vAu/P+w8/eRcyVDHRpUQfzPmwNEyMD+B5MKtPO78gVBJ7+EzFXnt+wx6Xcx7W0LBxf0Q+DOzdCWPwdODWpgWUHLmhd+5FJaTA0MECXFnWx78RNdJkfoTkXMNsdPyf+hZ1R1wEAj3Ke93gogHLnaSgUCpSWc7x+dXNELOwNA4VCU9CQbrGoIPqbzp07Y8mSJSgpKUF6ejpu374NV1dXAICLiwtiYmIwZswYnD17Fo0bN0a9evU0RcU//vGPMr88hJSUlARHx7Jjt21sbHD4sHRLcr6JhaUlgOcTdKvXqKE5np+fDwMDA8kn64pNX9+//77d2LhuNdy6dsfSFatF/d4QQnLqUwDA6auZsDAzgo+nPVaHXtIar12/mjmWDneEz/e/Ib+oBIYGCs2NoaGBAqVqNapUNoGhgQEWD2uDxcPalPk8tas8n2Sa9NKyncWqUmQ8KdA6BgDZBcWwMCv7q9rCzAjZ+dpPce0bWOPgrG4wMjTA4K+P43Zmbpm/p2v6eu2/8K68/yv/niMRl3IflpWMMfWDllgV/LvWtQ8A1+9l4/rfhtQl3HyIJ7nP4GBbDScvZ8DQwABLRzph6UinMp+nTpVKAIALfzzSHCtSlSL9Sb7WMQDIKiiGRaWy135lMyNk5RdpHbO3qYKQeT1hbGSAASuO4c/7r+5l1KW3/Eee4FhUEP2Ns7Mz8vLycO3aNSQlJaFRo0awsXk+XMPV1RWzZ89GUVERzp07BxcXF62/u2XLFtSrp73iRElJCTw8PATJZm9vj3Xr1pU5bmxcflfw26Kh7fPxxH/9lar584vXjRq999bfbP6v9PH9b9m4Dnt2boNH/3/gi0XLYWT0dv66qWVthp6t6uHwubvILfzPkpgX7zyBmYkhqlmYasaKA0CXFrVhWckYu6e6lflYD3aPwNchl7DpaAoAYE3oZfyU+FeZdhkvTbp+kz8yctDobxNOq1qYwMrcRGu8uZNddRyc1Q05BcX4x8pI/PGW3FTp47X/srf5/deyNkNvxwYI/e221rX/+5+Py732AeBD50bIeFKAuBTtYXWmxoZ4lFOInILnN/tfB/+OIwlle/DTn+SXOfYqt9Kz8V4tS61j1SxMYW1ughsvzZdo16QGguf3RE5+MfovPlpmDpKU3pVVm4Tydv6UJ5JQjRo10KxZM1y4cAFxcXFwc/vPzUPnzp2hUqlw8eJFJCYmYuTIkVp/t169erC11Z6Qp1IJt3a3qalpmY//LrC1bYQ6derieFQknF2e9/oUFxcj5tQJuHXpJm04HdC39x/w417s2bkNQ0d4YdqseW/1jaO1uQn8xncC8HwewwvdHeoiM6ugzOZxP19I0xq2BAAfdrLFJE97uC/6GRlPCpBbqMKlO0/QqJaFVs9Dc5sq8B3piBVBF5HxtGKFxankDKwZ3R71qlbSrADVz6kBilQlOH0tE8DzyeUHZ3XDg6xCDFwVXeGPrQv6du3/3dv8/qtUNsGWic8fjO07cVNz3L11PWQ+LXvtA8C4Xu/DspIx3OZHaIYm9XGsD3NTI8Sl3EduoQoXbz/Ge7UttXoeWjSsiq+82mF5wIUKF9UnL6dj3bhOqFfNXLMCVP/2NihSlWiKmoY1KyN4fk88yCpA/+W//lcFOwmPRQVROTp37oyLFy8iISEB//rXfzbnsrS0hIODA8LCwlBQUIAOHTpImPLdoVAoMHbcZ1i5YjmsrK3RxrEtDvy4D0+fPIHXJ6Oljic6fXr/Dx88wOYNa2HXpBl69fHElUvacxKUzVu8Vb0WN9KzcfjsXSwf6QhjIwPceZCL/u1sMNz1Pfh8/xvUaqBRLQvUsDRFwq1HeJJbhCe52kOUOjV7viLbywXEyuCL2DetC7ILinEkIRXVLE2xYEhrlKrVmmFWL2szo/zhi8Fn7mDWP1oicE53fBV0EXWqVsKS4Y7YffyW5inyyo+dYFnJGLN3J6BBdXOtTftSH+bhvoQ7C+vTtV+et/n9X7+XjdDfbmOFVzsYGxng9v0cDOhgi5Fd7DBxSxzUauC92paoYWWKczceAgDWhF5CyLye2O7jhn0nbj5f1WyYI0J/e75oAQCsOJgE/1ndkZ1fjPBzd1Hd0hRfDnNEqVqtGWb1spaTg8vNFxj3J+YMbo1DX/SEb0AS6lSthOWjnLAz8obm2l/t3QFWlYwxc0c8bGpU1tq07+6DPNyXusB+e5+niOLt+clO9BZxdnbG9OnToVKpyhQOrq6u2LFjB5ycnFCpUiWd5lKpVHjw4EG558zNzTV7a7yNho0YhcJnz/Dj3j3Yt2cX3lfaY8v3O9DA5u1cCUho+vL+48/EoqioCLduXsdno0eUOX80Kg5VqlaVINmrTfzuDOYMcsD0D5qjdpVKuJaWhdEbYnD43PPhG7MGtsRIt8ao5vVjhT/mzxfSMOrbU5j977+bU1iME5czsCwgCQVFJRX+OAVFJRi0Khqrvdvhu4nOyC4oxg+R17E88HcAgJGhAr1a14ORoQG2T3Ip8/cX+SfC76erFf58YtCXa/9V3ub3P35TLOYPaY2Z/3BAnaqVcPWvp/j4mxMIi3++kevcwa0wqlsTWA57vpx61O/3MOxf0Zj7YWtN4bDv+E0sD7ig+Zg/nU/F8H9FY+6Q1vi4WxPkFBQh+lI6Fv94/r++9gf4/oo1Yzti+2Q3ZOcXYfuv17DkwPOFVIwMFejt2ABGhgbYObVLmb+/YG8CNkRc+V/+ef5nelZTQKFW/3/3QCSSr7y8PHTs2BHt27fHzp07tc79/vvvGDp0KGbOnInx48cDeL6XxSeffIJff/213OFPLVq0wMqVKzW7db///vvw9fXFRx99pNX2dR9n3rx5OHTo0Cszf/bZZ5g1a1aF3l+hcCOy6B2T/6ziv9TlqMnnAVJHkNS9nSPf3IhkqeYo+e9g/iY5Ad46/XwPc4X7ZVvD4u3vB2BRQaSHWFToLxYVLCpIP7Go0H1R8ShPuF+21Su//UXF25+QiIiIiOgdo2+rPxlIHYCIiIiIiN5t7KkgIiIiIhLYW7yatijYU0FERERERP8TFhVERERERPQ/4fAnIiIiIiKB6dvwJxYVREREREQC4+pPRERERERE/wX2VBARERERCYzDn4iIiIiI6H+iZzUFhz8REREREdH/hj0VRERERERC07OuChYVREREREQC4+pPRERERERE/wX2VBARERERCUzfVn9iTwURERERkcAUAv7/3ygtLcWGDRvg5uaG1q1bY+zYsbhz544A7+j1WFQQEREREcnEpk2b4O/vD19fXwQEBMDQ0BCffvopnj17JurnZVFBRERERCQ0CboqioqK8MMPP8DHxwddu3aFUqnEunXr8PDhQxw9elSod1YuFhVERERERAJTCPhfRaWkpCA/Px+dOnXSHLOwsEDz5s2RkJAgxtvUYFFBRERERCQD9+/fBwDUrl1b63itWrWQnp4u6ufm6k9ERERERAITcvWn7OxsZGdnlzluZWUFKysrzeuCggIAgImJiVY7ExMTFBUVCReoHCwqiPSQGb/z9ZaZkaHUEST1eO9IqSMQSSInwFvqCHpHyN+123bvhp+fX5njPj4+mDx58n8+p5kZgOdzK14uLIqKimBubi5coHLw1oKIiIiI6C3m7e2NQYMGlTn+ci8FANStWxcAkJmZCQsLC83xzMxMNGnSRNSMLCqIiIiIiN5ifx/m9CpKpRIWFhY4e/YsGjduDADIzc1FcnIyRo4Ut6eWRQURERERkQyYmJjg448/xrp161CjRg00aNAAa9euRe3atdG7d29RPzeLCiIiIiIimZgyZQpKSkqwaNEiFBQUwMnJCdu3by8zeVtoCrVarRb1MxARERERkaxxnwoiIiIiIvqfsKggIiIiIqL/CYsKIiIiIiL6n7CoICIiIiKi/wmLCiIiksS9e/ekjkBERALhkrJEJLg5c+ZUqJ1CocDXX38tchqSQkZGBqKiomBgYAB3d3fUrl1b6/yePXvw7bffIjExUaKE4ktKSsLevXuRmJiIx48fo2rVqmjbti28vLzg6OgodTxRBAUFVbjtkCFDRExCRLrGJWWJSHBeXl6vPZ+WloZ79+7ByMgIly9f1lEq3SopKYGhoeEb22VkZKBOnTo6SKQ7Z8+exYQJE1BQUAAAsLCwwL59+6BUKpGamorZs2cjKSkJnTp1wq5du6QNK5IffvgBa9asgY2NDTp27IiqVasiOzsb586dwx9//IEZM2Zg3LhxUscUnFKpfO15hUKh+XNKSorYcUjHYmNj0alTJxgZvfqZdX5+PrZu3YoZM2boMBnpAosKItKZkpISfP/999i8eTPee+89rFq1Cs2bN5c6liimTJmCb7/9FgYGrx5lGhkZiQULFiA+Pl6HycQ3atQoGBgYYPXq1TAxMcGyZcuQk5ODKVOmYNy4cTAwMMCcOXNk+6Q6Pj4eY8eOxcKFCzFixIgy54ODg7F48WL88MMP6NChgwQJpZGQkIAvvvgCDx48wMyZM/Hxxx9LHUkU+txTa29vj9jYWFSvXl1zbODAgdi6davm4cnDhw/h5ubGolKGOPyJiHTixo0bmDdvHq5du4bx48dj4sSJMDY2ljqWaI4fP4558+Zh9erVZc4VFxfj66+/xr59+9CsWTMJ0onr2rVr2LFjB+rWrQsA+PLLL+Hu7o4ZM2agVatWWLlyZZnhUHKya9cufPzxx+UWFADw4Ycf4s8//8SuXbv0oqh49uwZ1q5di3379sHJyQk7duyAjY2N1LFEk56e/trzL/fUyq2oKO859Z07d1BcXCxBGtI1FhVEJKrS0lJN70SjRo1w8OBB2fZOvGzjxo2YPHkyzMzMsGzZMs3xO3fuYPr06UhJScEnn3yCWbNmSZhSHHl5eahXr57mdY0aNaBQKNC6dWusXbv2tb03cnDp0iVMmTLltW0++OADjB07VkeJpJOQkIAFCxYgMzMT8+fPf+PQSDnYu3dvucdf7qlt1qwZVq1apeNkROJiUUFEorlx4wbmz5+Pq1evYty4cZg0aZKseyde1q1bN01hYWJigoULFyIsLAzLli2Dubk5tm/fDhcXF6ljikKtVpcpHAwMDDB+/HjZFxQAkJ2djSpVqry2jaWlJfLz83WUSPde9E7s3bsXTk5O2L59u6x7J95E33pqST+xqCAiwZWWlmLbtm3YtGkT3nvvPQQEBKBFixZSx9K5bt26YcOGDZgyZQoSExORkpKCHj16wNfX9403nXJkYWEhdQSdqFevHq5cuaIZ/lWe5ORkNGjQQIepdOf8+fP44osvkJmZiS+++EIveideRV97akk/saggIsENHToUV65cgY2NDYYPH46UlJRXTsqT62TdF7p3764pLJydneHn5yd1JJ1IS0sr8yS+vLHmcnx63atXL2zatAldunSBiYlJmfMFBQXw8/ND3759JUgnrpUrV2Lv3r1o0KAB/Pz80LBhQ6SmppbbVo5f+5fpY0+tQqHQWuGL9AtXfyIiwb1pWckXFAqF3qwAcvz4cUydOhWTJ0/GZ599JnUcUSmVyjI3Fmq1WuvYi9dy/PpnZ2dj8ODBsLa2xj//+U84OjqiatWqyMnJwblz57BhwwaUlJTg4MGDMDc3lzquoF7+3n/VzaWcv/ZA2Z7ar776Sm96apVKJVq3bq21pOyFCxfQvHlzmJqaAgBUKhUuXrwo26+/PmNRQUQkglGjRpU59scff+Dp06do3bq11h4W+/fv12U00Z09e7bCbeW6+lFGRgbmzJmDs2fPlimm3NzcsGLFCtSqVUvChOLg1/557+uLntoxY8a8tndCbj218+bNq3BPxcqVK0VOQ7rGooKIJHHq1CkcOHAAmzdvljqKKObPn1/htvzlKl/Xrl3DhQsXkJWVhSpVqqBdu3aws7OTOpbk7t27p7VCmJywp5b0FYsKItKZx48fIygoCAcPHsRff/0Fa2tr2W38RkBAQAAGDRpU7nyCF3Jzc7F48WKsXbtWh8lIFzIyMhAVFQUDAwO4u7uX2ZNkz549+Pbbb5GYmChRQhJLjx49EBQUhKpVq0odhSTAooKIRJeQkAB/f38cO3YMxcXFqF+/Pry9vTFkyBBUqlRJ6niiunnzJho2bKh1g33y5EnUrVtXlhvfAeXvqtuhQwcEBwdrJufKeVfd9evXV6idQqF4434W75qzZ89iwoQJKCgoAPB8xa+9e/fC3t4eqampmD17NpKSktCpUyfs2rVL2rAiWbJkCdzc3NCpUydUrlxZ6jg6pVQqERcXp/W9T/qDqz8RkShyc3MRFhaGAwcO4ObNmzA1NYW7uzuOHTuGrVu3okmTJlJHFN3XX3+N3bt3l9k5edeuXfjtt9/w+eefY+rUqRImFEd5z6r0aUfdsLCw157Py8tDdnY2AMiuqFi/fj1atmyJ1atXw8TEBMuWLcO//vUvTJkyBePGjYOBgQF8fX1lN5fgZXFxcThw4ACMjIzQunVruLi4wNXVFa1atZI6GpGoWFQQkeAWLVqE8PBwqFQquLi4YPz48ejRowfMzc31ZhWU0NBQ7N27F3PnzkWbNm20zn333Xfw9/fHmjVr0KxZM3h4eEiUksQQHR39ynOHDx/GihUrUKNGDa2d1uXi2rVr2LFjh2aPji+//BLu7u6YMWMGWrVqhZUrV5YZDiU3x44dQ2ZmJs6ePYtz587hyJEj2LBhA6ytreHs7KwpMurUqSN1VFGUt5x0eeS+pLA+YlFBRII7ePAg7OzsMHPmTHTp0kVreUF98eOPP2LGjBnw9vYuc87ExATe3t7IysrCnj17WFTogUePHmHRokWIjo7GgAEDsGDBAlhZWUkdS3B5eXlaE7Br1KgBhUKB1q1bY+3atXqxozoA1KpVC/3790f//v0BPJ9Pdu7cOc1Q0CVLlqBRo0aIiIiQOKnwhg0b9trzcl9SWJ/p3296IhLdqlWrEBwcjEmTJsHc3Bw9evRAv3794OzsLHU0nfnjjz/QvXv317bp27ev7JaTpbLCw8Ph6+sLY2NjbNq0Ce7u7lJHEo1arS5TOBgYGGD8+PF6U1CUR6VSoaioCIWFhZp/o9LSUqljieJFrwzpHxYVRCS4gQMHYuDAgbh79y6Cg4MRGhqK8PBwWFlZobS0FLdv35b9nApDQ8M33jSYmJjI8saivF119XGX3Re9E1FRUfjggw+wIfmPWwAAIABJREFUcOFCvb3ZsrCwkDqCTpWUlOD8+fOIiYnBqVOncP36dVhZWaFTp04YMWIEXF1dNUPE5KZt27acqK2nWFQQkWgaNmyI6dOnY+rUqYiJiUFQUBCOHz+OyZMno2XLlvDy8sKAAQOkjimKZs2aIT4+/rV7Epw+fRoNGzbUYSrdUKvVGDhwoNaT6YKCAowcOVKz6Z8ci6mXRUREaHonNm/eLOveib8rb0x9enp6mXZyHVM/efJknDlzBoWFhXBwcECvXr2wbNkyODg46HVvDckfl5QlIp16/PgxwsLCEBwcjFu3bsl2XG1oaCi+/vpr7Ny5s9zNsK5evYrRo0dj0qRJ8PLykiChePz8/Crc1sfHR8Qk0vDx8UFUVBRsbGwwY8aM1/ZOdO7cWYfJxKdUKsv0Sr0YQ//313L93lcqlahXrx4mTpyIPn36yHLuzKu4u7sjODiY+1ToKRYVRCSZixcvynqZxenTp+PYsWPo3r07HB0dYWVlhadPnyIpKQknTpxAly5dsGnTJr0cGiRnLxeRCoWi3CV2X5yT24312bNnK9z25WWW5SQiIgKxsbGIjY3FkydP4ODgAFdXV7i5uaFVq1b8fifZYlFBRII7c+ZMhdvK7Unt3+3fvx8HDhzAjRs3ADy/kWzZsiWGDh2Kjz76SOJ04svIyMC1a9eQk5MDS0tLNG/eHDVr1pQ6lqjS0tIq3LZ+/foiJiGpJScnIzY2FjExMbhw4QIqV64MZ2dnuLq6wtXVVXbL6wYFBVW4rZz3KtFXLCqISHAvhkC86ceLHJ/UvkpRURGysrJQpUoVGBsba44XFxdrvZaLa9euYfny5Th//rzWdaBQKODs7IwvvvjitfNN6N0UEBCAQYMGae0g/3e5ublYvHgx1q5dq8Nk0svLy8OZM2cQGxuLw4cPo7CwEMnJyVLHElR5Qz3Lo08/+/UJiwoiEhyf1L5ZamoqAgICEBISgtOnT0sdR1C3bt3CsGHD0KBBA4waNQpKpRJWVlbIycnB5cuX4e/vj7S0NAQHB8PW1lbquILT56e19vb2iI2N1Vr9p0OHDggODtZMzH748CHc3Nz05qbywYMHSExMxPnz55GUlISUlBTNSlD6VliRvHH1JyISnL4WCm+iVqsRHR0Nf39/nD59GqWlpXBxcZE6luDWr1+P1q1bY+vWrWV6YVq2bImPPvoI48aNw44dO2S5q/TChQsr1E6hUMiuqCjvOWVxcbEESaRz48YNJCYmagqJtLQ0mJmZoV27dvDw8MCyZcsq/ESf6F3CooKIRKFSqRAbG4uOHTuiUqVKAIDAwEBER0ejevXqGDNmjN4Mf3nw4AECAwMRGBiIjIwMAM83vvv888/x/vvvS5xOeOfPn8eGDRteOazL0NAQn3/+eYVvvt81V69elToCSeiDDz6AkZERWrZsiQ8++ADOzs5o06aNLIc5/l1oaGiF2w4cOFDEJCQFFhVEJLjHjx/D29sbN2/eREREBOzs7LB9+3asXbsW9vb2yMvLw7BhwxAQECDrwuLMmTPw9/dHdHQ0SkpK4OTkhHHjxmHlypWYNGmSbDcAzMrKQr169V7bxtbWFpmZmTpKpFuhoaHw9PR87bwCkq9NmzahY8eOerfhHwDMmzevzLHy5tcpFAoWFTLEooKIBLd161YAQFhYGOzs7PDs2TNs2bIFjo6O2L9/PxQKBXx9feHn54d169ZJnFYcffv2xd27d+Hg4ICZM2fC09NTs9LLV199JXE6calUqjfeUBsZGaGoqEhHiXRr/vz5cHNz467CeqpHjx4Ang8Fi4uLQ2JiIh4/foyqVavCyckJLi4usl1W9sqVK1qv1Wo12rdvj0OHDsl2s0P6DxYVRCS46OhoLF68GM2aNQMAxMfHIy8vD0OHDtX8MvX09JTlxmcv3L59G40bN0aXLl3g6Ogou6Uj30SuN00Voc/rnygUijJfe328Fm7cuIEZM2bgxo0bMDU1hbW1NXJycrBlyxY0adIE69atQ9OmTaWOKThDQ8NXHn/VOZIPFhVEJLj79+9rDWs6f/48FAoFOnXqpDlWp04d5OTkSBFPJ6KjoxESEoLg4GD4+fmhTp068PDwgKenp17cZC1duhSmpqavPP/s2TMdptE9ffgal0etVmPgwIEwMDDQHCsoKMDIkSM1N5WlpaVSxdOJhw8fYsyYMbC1tcX+/fvRtm1bzfVw8eJFrF27FmPGjEFYWBh7s0hWWFQQkeDMzc21CobffvsNDRs2RJ06dTTHUlNTYW1tLUU8nahXrx58fHzg4+ODuLg4BAUFYd++fdi5cycAIDw8HGPHjpXlv0H79u3x+PHjN7Zr166dDtJI401F1QurV6/WQRrdmTRpkt4WVC/s2LEDDRo0wO7du2FkpH2b1apVK/zwww8YPXo0tm/fjrlz50qUkkh4LCqISHBOTk4ICQnB/PnzcfXqVVy8eBGjR4/WarNnzx60bdtWmoA65uLiAhcXF2RnZyMsLAwhISH47rvvsHv3bvTv3x++vr5SRxTU3r17pY4gufv37+vFaj9/N3nyZKkjSC46OhoLFiwoU1C88GL1s2XLlrGoIFlhUUFEgps4cSK8vLwQFxeH9PR0VKlSBWPHjgUAxMXFYceOHTh79iz8/f0lTqpbVlZW8PLygpeXF5KTkxEUFIQjR47Irqig5ysA6ePQlvI2v9M36enpb1zZzc7OTrO8tJykpqaWezw9Pb3MMU7clh8WFUQkOAcHBwQGBiIkJASGhoYYNmwYatasCQA4ffo0nj59im3btr1x2VE5a968OXx8fGQ5BKhr164VGgKjUChw/PhxHSTSLX0e/qPPk9RfsLCwwKNHj1778+3BgweoUqWKDlPpRq9evcpc/2q1Gt7e3lqvFQqF3uyork9YVBCRKJo2bVpu1/7s2bMRHx+PAwcOIDIyEpcuXZIg3dvhypUrmuVm5WTIkCGvvbE+fPgw7t69K9uisqI31snJyWjevLnIaUjX2rVrh6CgIDg4OLyyTWBgINq3b6/DVLoxY8YMtGrVSmuiPukPFhVEpBM5OTk4dOgQDhw4gD///BMmJiYYNGiQ1LFIBK8aV3/v3j0sXLgQd+/exfDhwzF79mwdJ9ONlStXwtLSstxzRUVFOHLkCPz9/XHp0iVZPq09f/78K9//yzp37qyDNLo3btw4jBw5Era2tvD29tZaSlWlUuH7779HWFgYAgICJEwpjm+++QbW1tbo3LkzXF1d4erqqrVAB8mbQs2+SiIS0aVLl3DgwAH89NNPKCgogEKhwCeffIIJEyagWrVqUseTVExMDMaPHy/LG8u/O3jwIFavXg1ra2v4+vrK9obyVf78808cOHAAoaGhyM7ORvXq1eHl5YUJEyZIHU1QSqWy3B2U/07uw19CQ0Px5ZdfwtLSEg4ODqhSpQpycnLw+++/Iz8/HytWrJBdDyUAJCQk4Pz58zh79iwuXLiAgoICNG7cGC4uLnB1dUXHjh0rtCoavZtYVBCR4AoLCxEREQF/f39cuXIFlStXRs+ePeHp6YlJkyYhNDT0jRMZ9YE+FBUZGRlYsGAB4uLiMHToUMydOxeVK1eWOpZOlJSU4NixYzhw4ADi4+M1Y8lnz54NLy8vWa4OpVQqERgYWKEHBvXr19dBIuncvn0bBw4cQFJSEp48eaLZUXv48OF6MUm5pKQEV65cwdmzZ5GQkIDExEQUFhbCyckJrq6u+PTTT6WOSAJjUUFEguvQoQNKS0vRpUsX9O3bF926dYOJiQkAoEWLFggLC2NRAfkXFYGBgVi1ahWsra2xYsUKvemdyMjIQEBAAAIDA/Hw4UPY2tqiX79+6NevHwYMGCDr61+pVCIuLk6vV3+islQqFZKSknD48GGEh4ejsLBQtj/39BnnVBCR4FQqFSwtLWFmZobi4mKoVCpNUaEvKrICklx3lX7RO3H69GlN74S5ubnUsXTG3d0d9evXx6BBg9C3b1+0aNFC6kikQ69aVrU8cu6x+OOPP3Dq1CnExMQgMTERxcXFcHBwwLhx4+Dm5iZ1PBIBiwoiElxcXBx+/vlnBAUFISQkBGZmZujatSs8PT31ZrnNN62AJGf9+vVDfn4+bGxsUFBQgCVLlryyrdx2lAaeD+vJyMjAxYsXYWlpCSsrK1nfPL6sffv2shzW9d8ob1nV8igUCiQnJ+sgke5ER0fj1KlTOHXqFO7du4cGDRrAxcUFw4cPR+fOnWFhYSF1RBIRhz8Rkahu376NoKAghIWF4cGDB1AoFBg4cCDGjRsHOzs7qePpXE5ODiIiIlBaWopevXqhVq1aUkcSnJeXV4XbynX37bNnzyIoKAi//vornj17hhYtWsDT0xNr166V9fCn18nKykLlypVfudO0XJw9e/aV554+fYo1a9bg7t276N27NzZs2KDDZOJTKpWoV68eRo8eja5du8LW1lbqSKRDLCqISCdKS0tx4sQJhISE4MSJEygpKUGnTp2wc+dOqaOJZv/+/QgKCgIADB06FJ6enhg8eDDS0tIAPN8ka+/evbC3t5cypmSKi4tl/1Q7NzcX4eHhCAkJ0ezJ4uzsjDFjxsh2CEhCQgL27NmDhQsXolatWnj06BEmT56MCxcuwMzMDOPHj8fEiROljqlzkZGRWLJkCVQqFRYtWiTL1Z8+/fRTJCQkwNjYGJ06dUKXLl3g6uoq2z1pSBuLCiLSucePH+PQoUMICQnBkSNHpI4jiu+//x5btmzBgAEDYGZmhoiICNSvXx/Gxsb45ptvUFJSggULFsDS0lJ2TyvfJDU1FQEBATh06BDi4uKkjqMz169fR1BQEMLDw/HkyRPY2tril19+kTqWoBISEjB69Gi8//772Lx5M2rXro2JEyciNjYWM2fOhLW1Nf71r39hzpw5GDhwoNRxdSIrKwvLli3DTz/9hJ49e2LJkiWynsj+7NkzxMfHIyYmBjExMbh9+zbee+89uLq6ws3NjcvKyhiLCiIiEfTp0wfTpk2Dh4cHAODixYsYOnQoduzYARcXF82xCRMm4MyZM1JG1Qm1Wo3o6Gj4+/vj9OnTKC0thYuLC3bs2CF1NJ0rLi5GVFQUgoODsW3bNqnjCGrChAmoXbs2li1bBuD5pP1u3bphxIgRWLx4MQAgKCgIgYGBstz87e9e7p348ssv0a9fP6kj6dxff/2FmJgYxMbGIiEhAYWFhWjXrp1efu/LnbwHNhIRSeTevXto1aqV5nWrVq1gZGSEunXrao7VrVsX2dnZUsTTmQcPHiAwMBCBgYHIyMgAAPTt2xeff/453n//fYnTScPY2BjNmjVD48aNpY4iuKSkJOzevVvz+syZM1AoFOjVq5fmWOvWrbFixQop4unMi96JI0eOoFevXrLvnXid+vXrw9HREWq1GpaWlvj1119fO++E3l0sKoiIRFBcXAwzMzOtY8bGxlpzCBQKBUpLS3UdTSfOnDkDf39/REdHo6SkBE5OThg3bhxWrlyJSZMm6eVE5ZelpaVhz549mD9/vtRRBJWfnw8rKyvN64SEBBgZGaFt27aaY3//vpCbqKgoLF68GCUlJfjmm29kOXfidQoKCvD777/j/PnzSExMxO+//468vDw0bdoUnTt3xrp169C+fXupY5IIWFQQEZGg+vbti7t378LBwQEzZ86Ep6cnateuDQD46quvJE5HYqpTpw7u3LmDevXqQa1WIzY2Fm3atNEqJBISErR67ORm0qRJAABLS0usXr36tcsmnzhxQkepdGPw4MG4fv06VCoV6tati06dOmHx4sVwdnbW254afcKigohIJNu3b9e6mVKpVNi1a5fmSW5BQYFU0UR1+/ZtNG7cGF26dIGjo6OmoCD569WrF9asWYOlS5fixIkTuH//Pnx8fDTnU1NTsXHjRlk/vZ80aZLe7lFTr149fPjhh3B2dsZ7770ndRzSMU7UJiISgbu7e4XbRkdHi5hE9+7du4eQkBCEhIQgPT0dderUgYeHBzw9PTF8+HCEhobq/fCnmJgYjB8/HikpKVJHEVRubi4+//xzJCQkAAB69+6N9evXQ6FQwM/PD1u3bkXjxo2xf/9+WFpaSpxWWrm5udwMjmSFRQUREYkmLi4OQUFBiIqKQnFxMQBg/PjxGDt2LKytrSVOJ47U1NQ3tjl37hwWLFggu6LihRs3bsDAwEBrg8vIyEhkZGTgww8/RKVKlSRMJ64VK1ZgwYIFr21z6dIlzJgxA8eOHdNRKiLxsaggIiLRZWdnIywsDCEhIUhJSYGZmRn69+8PX19fqaMJTqlUvnH4i1qthkKhkG1R8TrZ2dkICQnB6NGjpY4iCnt7e4wfPx7Tp08v9/yuXbuwZs0aVKtWDadOndJxOiLxsKggIiKdSk5ORlBQEI4cOYL4+Hip4wjuv1kus0OHDiImebv8/vvvOHDgAI4ePYpnz57JtqA6ePAgFi9eDB8fH82kbQB4+vQp5s2bhxMnTqBnz55Yvnw5qlatKmFSImFxojYREelU8+bN4ePjg3bt2kkdRRT6VCi8SUFBAcLDw+Hv74+rV69CoVCgR48eGDt2rNTRRDN06FCo1WosWbIElSpVwtixY3Hu3DnMmjUL2dnZWL58OT766COpYxIJjkUFERHp3JUrVzTLzZL83LhxA/7+/jh8+DDy8vJQvXp1KBQK7Ny5Ex07dpQ6nuiGDRsGtVqNpUuX4sKFC4iOjkbz5s2xZ88e2NraSh2PSBQsKoiIiEgQERER8Pf3x/nz52FtbQ0PDw/069cPHTp0gIODg17tVTB8+HAAwNKlS9G5c2ds27YNhoaGEqciEg+LCiIiIhLErFmzYGdnBz8/P3Tr1g1GRvp9m/GisPD19cXRo0fRv39/iRMRiUe/v9uJiIgkUlpaCgMDA6ljCGrQoEH45ZdfMGvWLLRr1w59+/ZFnz599GpPijlz5pQ5VrVqVcybNw/Hjx/X6q143W7bRO8aef00IyIiekvcuHEDt27dKvfclStX8OGHH+o4kfhWrlyJ2NhYLFiwAHl5eVi4cCGcnZ3x+eefQ61Wo7S0VOqIoktPTy/zf6NGjeDo6IjMzEyt40RywiVliYhIUF27dn3jPg3Pnj3D06dPZbmsaFpaGiZOnIgbN24AAFq2bInvvvsO1apVQ3FxMTZs2ICdO3fC2toacXFxEqcV1x9//IGgoCAcPnwYDx8+hLW1NYYOHYoRI0agXr16UscjIgGxqCAiIkFt3LjxjUXFCz4+PiKn0b0pU6bg0qVLmDp1KkxMTLBlyxa0bNkSs2bNwmeffYbk5GQMGDAAX3zxBapUqSJ1XJ0oKSnB8ePHERQUhNjYWKjValy5ckXqWEQkIBYVREREAnJ2dsaKFSvQvXt3AMC1a9fwySefoGnTprh9+zZWrFiBrl27SpxSOg8ePEBoaCg+++wzqaOIoiI9dQCgUChw/PhxHSQi0g1O1CYiIlHcuHEDtra2MDExAQCcPn0a0dHRqFGjBoYOHYpq1apJnFAcWVlZsLe317x+//33kZeXh7y8PISFhcl6WdXY2Fh06tTptas+Va5cGTk5OTpMpVtDhgx5bVFx+PBh3L17l8O/SHbYU0FERIIqKCiAj48PTp8+jYiICNjZ2SE0NBTz589HjRo1YGpqiqKiIhw8eBB16tSROq7glEol4uLitIoHR0dHbN26VfYbv9nb2yM2NlbrvQ8cOBBbt27VfK0fPnwINzc3Wc6neZ179+5h4cKFOH36NIYPH47Zs2ejcuXKUsciEgxXfyIiIkFt27YNt27dwubNm2FrawuVSoXVq1ejSZMmOHbsGI4dO4Z27dph48aNUkfVKX14Ml3ec8o7d+6guLhYgjRvj4MHD2LAgAG4c+cOdu7ciSVLlrCgINlhUUFERIL6+eefMX/+fHTv3h1GRkZITEzE48ePMWrUKJiZmUGhUGDYsGGIiYmROqooFApFhSeqk7xlZGTg008/xaJFi+Dp6YnDhw+jc+fOUsciEgXnVBARkaD++usvtGjRQvP63LlzUCgUWjdTNjY2ePz4sRTxRKdWqzFw4ECtje0KCwsxcuRIrY3PAODEiRM6Tke6EhgYiFWrVsHa2ho7d+5kMUGyx6KCiIgEZWpqimfPnmlex8fHo3bt2rC1tdUcy8zMhJWVlRTxRCfHZXKp4jIyMrBgwQKcPn0aQ4cOxdy5c2Fubi51LCLRsaggIiJBtWzZEpGRkbCzs0N6ejoSExPL7B4dGBio1ZshJ/pcVHDoF9CvXz/k5+fDxsYGBQUFWLJkySvbrl69WnfBiETGooKIiAQ1btw4TJgwAYmJibh27RqMjIwwZswYAEBycjJ+/PFHhISEYNu2bRInFd+ff/6pmVNStWpVODk54b333pM6lmjUajUmTpyotaTss2fPMH36dJiamgIAVCqVVPF0onnz5po/p6enS5iESLe4pCwREQnu9OnTOHDgAAwNDTFmzBi0atUKAODr64sjR45gzpw5GDRokMQpxZOZmYkFCxZodo9+QaFQwMXFBV999RVq1aolYUJxzJ8/v8JtV65cKWISItI1FhVERKQzBQUFmhWg5Co3NxcfffQRSktLMWnSJHTu3BlVq1ZFdnY2fvvtN2zevBkqlQrBwcFcVlSG3N3dy72+jYyMUKVKFTg4OGDMmDGoX7++BOmIxMOigoiISEB+fn74+eefERAQUG7RkJeXhxEjRqB37956Pf9CrtatW1duUaFWq/HkyRMkJiYiMzMTAQEBsh4KR/qHRQUREQlq1KhRFW67f/9+EZNIo1+/fpgyZQr69OnzyjaRkZH49ttvERERocNk9LaYNm0aDAwM8M0330gdhUgwnKhNRESCatiwodQRJJWWlvbGla2aN2+OtLQ0HSWit42XlxemTp0qdQwiQbGoICIiQen7BFxTU1Pk5ua+tk12djbnU+ixunXrIisrS+oYRIIyeHMTIiIiqigHBwccPXr0tW2OHDmiWRFLHxUVFUkdQVLp6emoVq2a1DGIBMWigoiISECjR4/Gjh078Msvv5R7PiwsDLt27cLYsWN1nEx8w4cPR3Z2ttaxo0ePoqCgQPP64cOHaN26ta6jvTWKioqwZcsWdO7cWeooRILi8CciIiIBubq6YtKkSZg6dSqUSiXatm2LKlWqICcnBwkJCbh+/Tpmz56Ndu3aSR1VcElJSSguLtY6tmDBAoSFhcHGxkZzTM5rxMyZM6fc46WlpcjJycHly5dhYGCA5cuX6zgZkbhYVBAREQls4sSJcHJywt69e/Hrr7/i6dOnqFKlCtq1a4dFixbB0dFR6og6U14BIed9Sl61i7axsTGsra3x6aef4sMPP4S1tbWOkxGJi0UFERHpjFqtlvUN5cs6dOiADh06SB2DdGzv3r1SRyCSBOdUEBGR4FJTUzFt2rQyy6bOmzcPU6ZMwb179yRKRkREYmBRQUREgrp37x5GjBiBpKQk5OTkaJ1r1aoVrly5gpEjR+L+/fsSJSQiIqFx+BMREQlqy5YtsLGxwY4dO2Bubq51btSoURgwYAC8vb2xdetWLF68WKKUJJbz58/D0tJS81qtVuPChQv466+/AKDM6lBEJA8KtZyXYCAiIp1zd3fHypUr0bFjx1e2OXnyJHx9fXHs2DEdJiOxKZXKCrVTKBRISUkROQ0R6RJ7KoiISFCPHj3SWj60PE2aNEFmZqaOEklDpVLByEj712xqairq1q1b5rhcREVFSR2BiCTCORVERCSoGjVqaIa6vMq9e/dkvaNwZGQkevbsiatXr2odX758Obp164aYmBiJkomrfv36b/y/bt26XE6VSIZYVBARkaC6du2KXbt2vbbN7t27Zbn5GwAkJiZi2rRpaNGiRZmbZx8fH7Rp0wYTJ07E5cuXJUoorbi4OLRv317qGEQkMBYVREQkqHHjxiEhIQHTpk3D9evXtc5dvXoVU6dOxenTpzF+/HiJEorru+++w4ABA7Bp0ybUrVtX61yrVq3g5+eHnj17YvPmzRIlJCISnjwHdRIRkWTq1auHrVu3YubMmfjHP/6BSpUqwcrKCllZWSgsLET9+vXx3XffoWnTplJHFcXly5exffv217bx9vbGlClTdJSIiEh8LCqIiEhwbdu2xS+//ILjx4/jypUrePr0KapVqwZHR0c4OzvD2NhY6oiiyc/Ph4WFxWvb1KxZE7m5uTpKREQkPhYVREQkChMTE/Tp0wd9+vSROopO2djY4OrVq69dASslJQW1a9fWYSoiInGxqCAiIkGdOXOmwm07d+4sYhJpeHh4YOPGjXB2dkblypXLnM/Pz4efnx969OghQTpxzZkz541t5L6UMJG+4uZ3REQkKKVSCYVCgTf9epHrBmiFhYUYPHgwiouL4e3tjTZt2sDa2hpPnjxBUlIS9uzZA0NDQwQEBKBKlSpSxxWUl5dXhdvu3btXxCREpGssKoiISFBpaWkVblu/fn0Rk0jnyZMnWLJkCSIjI1FaWqo5bmhoCA8PD8ydOxc1atSQMCERkbBYVBAREYnk0aNHSElJQVZWFqpVqwYHB4c3TuKWi+LiYty5cwc5OTmwsrJCo0aNYGhoKHUsIhIJiwoiIhLU2LFjsX79elhaWkodhSRw//59fPPNN/j1119RWFioOV6pUiX0798fU6ZMYS8NkQyxqCAiIkEplUrExcWhevXqmmPdunXD/v37ZTvc6WXr16+vcNupU6eKmET37t+/j6FDh0KtVmPw4MFQKpWwsrJCTk4OLl++jNDQUBgZGeHgwYOoWbOm1HGJSEBc/YmIiESXlZWlNbdAzsLCwirUTqFQyK6o+Pbbb1GjRg3s3LkTVlZWWuf69OmDCRMm4JNPPsEPP/yAuXPnSpSSiMTAooKIiEhA0dHRUkeQTFxcHFatWlWmoHjBwsICU6dOxapVq1hUEMmMgdQBiIiISB4eP36MRo0avbZN06ZNkZGRoZtARKRtmD8zAAAafElEQVQz7KkgIiJBKRQKKBQKqWNIpqJzKhQKBaZMmSJyGt1SqVQwNTV9bRsTExOtCdxEJA8sKoiISFBqtRoTJ06EkdF/fsU8e/YM06dPL3PDuX//fl3HE92b5lTk5eUhOzsbAGRXVBCR/mJRQUREgho0aFCZYw0bNpQgiTReN6fi8OHDWLFiBWrUqIFly5bpMJXubN++HWZmZq88X1BQoMM0RKQrXFKWiIhIZI8ePcKiRYsQHR2NAQMGYMGCBa+czPwuc3d3r3BbfZ7QTiRHLCqIiIhEFB4eDl9fXxgbG2PZsmX/1Y03EdG7gsOfiIhIUCNHjqzwRG05zql44UXvRFRUFD744AMsXLgQ1tbWUsfSqYKCAuTk5MDS0hKVKlWSOg4RiYhFBRERCcrW1lbqCJKLiIjQ9E5s3rxZr3on8vLysGPHDkRERCA1NVVzvFGjRhg4cCC8vb1fO+eCiN5NHP5EREQkIB8fH0RFRcHGxgYzZsx4be9E586ddZhMfNnZ2fj444+RmpqKnj17QqlUwsrKCjk5Obhy5QqioqLQqFEj7Nu3DxYWFlLHJSIBsaggIiJRqFQqrWVlASA1NRV169Ytc1xOlEql5s8KhQKv+jWrUCiQkpKiq1g6sWLFCpw8eRI//PADGjRoUOb8vXv3MHr0aAwYMAA+Pj4SJCQisbCoICIiwUVGRsLX1xdbt27VuskeP348kpOTsXLlSri5uUmYUDxpaWkVblu/fn0Rk+hejx49MH/+fPTs2fOVbX766Sds2bIF4eHhOkxGRGIzkDoAERHJS2JiIqZNm4YWLVqUGfrj4+ODNm3aYOLEibh8+bJECcVVv379N/5fWFiInTt3Sh1VcJmZmVpFZHkcHByQnp6uo0REpCvsqSAiIkFNmDAB1atXx1dfffXKNtOmTUNRURE2b96sw2TSUqlU+PXXX+Hv74+EhAQYGhrKrrBSKpWIi4tD9erVX9nm4cOHcHNzk93QLyJ9J99BrUREJInLly9j+/btr23j7e2NKVOm6CiRtNLS0nDw4EEEBwfj0aNHMDc3h7e3N7y9vaWORkQkGBYVREQkqPz8/Deu7FOzZk3k5ubqKJHuqdVqnDx5Ev7+/oiNjUVJSQkcHBzw+PFj7Nu3D/b29lJHFE1ERAQqV678yvNy/roT6TMWFUREJCgbGxtcvXoVNjY2r2yTkpKC2rVr6zCV7nz33XcICAjAvXv30LRpU0yePBn9+vWDjY0NWrRoAWNjY6kjimrlypVvbFPRzRGJ6N3BooKIiATl4eGBjRs3wtnZudwn1vn5+fDz80OPHj0kSCe+devWwc7ODtu2bZPtClevcvXqVakjEJFEOFGbiIgEVVhYiMGDB6O4uBje3t5o06YNrK2t8eTJEyQlJWHPnj0wNDREQEAAqlSpInVcwfn5+SE0NBRpaWmwtbWFh4cH+vXrhyZNmqBFixYICwtDkyZNpI5JRCQoFhVERCS4J0+eYMmSJYiMjERpaanmuKGhITw8PDB37lzUqFFDwoTiO3PmDIKCghAZGYmioiI0adIEt27dwv79++Ho6Ch1PFGsX7++wm2nTp0qYhIi0jUWFUREJJpHjx4hJSUFWVlZqFatGhwcHN44iVtucnJycPjwYQQHByM5ORlGRkbo3bs3Ro0aBScnJ6njCcrd3b1C7RQKBaKiokROQ0S6xKKCiIh07tSpU/D398eWLVukjqJTV69eRVBQEMLDw5Gdnc29GohINlhUEBGRTjx+/BhBQUE4ePAg/vrrL1hbWyM+Pl7qWIIrKirC6tWrER4eDhMTE3h6emL69OkwMzPTahMZGQlPT08JkxIRCYdFBRERiSohIQH+/v44duwYiouLUb9+fXh7e2PIkCGoVKmS1PEEt3btWuzduxcDBgyAgYEBwsPD4eHhAV9fX6mjiW7+/PkVbluRpWeJ6N3BooKIiASXm5uLsLAwHDhwADdv3oSpqSm6deuGY8eOyX71o969e2PatGmaXoiTJ09i2rRpSExMlP3+DEqlEgYGBrC3t4epqekr2ykUCuzfv1+HyYhIbNyngoiIBLVo0SKEh4dDpVLBxcUF48ePR48ePWBubo4WLVpIHU906enpaNu2rea1s7MzCgsLkZmZKdsN/1745z//iaNHj+LPP/9Er1690K9fP7i4uMDQ0FDqaEQkMhYVREQkqIMHD8LOzg4zZ85Ely5dYGSkX79qiouLtXbNNjY2hpmZGYqKiiRMpRtTpkzBlClTkJKSgiNHjmDp0qXIz89Hnz590L9/f7Rr107qiEQkEv36SU9ERKJbtWoVgoODMWnSJJibm6NHjx7o168fnJ2dpY5GOmJvbw97e3vMmjULFy5cwE8//YTp06dr9inp37+/XvRaEekTzqkgIiJR3L17F8HBwQgNDUVmZiasrKyQnZ2NjRs3omfPnlLHE429vT1OnTqF6tWrAwDUajXat2+PQ4cOwcbGRqutgYGBFBEloVarERgYiNWrVyMvL4/L6RLJDIsKIiISVWlpKWJiYhAUFITjx4+jpKQELVu2hJeXFwYMGCB1PMEplcoyE7LVanW5k7T14cb69u3b+Pnnn3H06FFcv34dSqUSHh4eGD9+vNTRiEhALCqIiEgUubm5MDY21loF6PHjxwgLC0NwcDBu3boly5vqQ4cOVbjtoEGDREwinTt37mgKiatXr6Jp06bw8PCAp6cnGjVqJHU8IhIBiwoiIhJUbm4uZs+ejZMnT0KhUKB79+5YtmwZqlWrptXu4sWLaNWqlUQpSQzff/+9ppCwtbXVFBJNmzaVOhoRiYxFBRERCWrx4sU4duwYvL29YWBggH379qF169bYsGGD1NF0RqVSITY2Fh07dtRs8BcYGIjo6GhUr14dY8aMgZ2dncQphadUKmFsbAwXFxfY29u/tu3UqVN1lIqIdIFFBRERCepFz4SbmxsAIDExEd7e3rhw4YJeLC/7+PFjeHt74+bNm4iIiICdnR22b9+OtWvXwt7eHhYWFkhOTkZAQIDsCgt3d/cKtVMoFIiKihI5DRHpkvx/uhMRkU49ePAAzZo107xu3bo1SkpK8OjRI9lv/gYAW7duBQCEhYXBzs4Oz549w5YtW+Do6Ij9+/dDoVDA19cXfn5+WLduncRphRUdHS11BCKSiP6sZUdERDqhUqm0eiQMDQ1hamqqF5u/Ac9vrOfMmaMprOLj45GXl4ehQ4dqVoDy9PREfHy8lDGJiATFooKIiEhA9+/f1xrWdP78eSgUCnTq1ElzrE6dOsjJyZEiHhGRKDj8iYiIBJeWlob8/HytY+np6WXa/X0zODkwNzfXKhh+++03NGzYEHXq1NEcS01NhbW1tRTxiIhEwaKCiIgEN2zYMK3XarUa3t7eWq8VCoUs96lwcnJCSEgI5s+fj6tXr+LixYsYPXq0Vps9e/agbdu20gQkIhIBV38iIiJBnT17tsJtO3ToIGISaVy6dAleXl5o0KAB0tPTYWJigsOHD6NmzZqIi4vDjh07cO7cOfz4449wcHCQOi4RkSDYU0FERIKKj49H165d9XZjOwcHBwQGBiIkJASGhoYYNmwYatasCQA4ffo0nj59iu+//54FBRHJCnsqiIhIUEuXLsWpU6dQUFAAV1dXdO3aFa6urpxDQEQkYywqiIhIFLdu3cLJkydx8uRJJCUloUWLFujatSu6du0KpVIpdTwiIhIQiwoiIhJdXl4e4uLicPLkScTExAAAunTpAl9fX4mTCa9r166a/Sje5MSJE+KGISLSEc6pICIi0VWuXBm9e/dG7969AQDJyck4deqUxKnEMWTIkAoXFUREcsGeCiIiElRqamqF28pxnwoiIn3EooKIiASlVCor9KReoVAgOTlZB4mIiEhsHP5ERESC2rNnzyvPPX36FGvWrMHdu3fRq1cvHabSHXd39woPf4qKihI5DRGRbrCoICIiQb1qQ7vIyEgsW7YMKpUK33zzDTw9PXWcTDc++OADraJCrVZjx44dGDp0KKysrCRMRkQkHg5/IiIiUWVlZWHZsmX46aef0LNnTyxZsgTVq1eXOpZOOTo64vDhw5xDQkSyxZ4KIiISTWRkJJYsWQKVSoU1a9agX79+UkciIiIRsKggIiLBveidOHLkCHr16qWXvRNERPqERQUREQkqKioKixcvRklJiaznThAR0X9wTgUREQlKqVQCACwtLVG5cuXXttWXHaU5p4KI5I49FUREJKhJkybp9Y7Sc+bMKXOsuLgYX3/9NczNzbWOr169WlexiIhExaKCiIgENXny5Aq1k+vGd+np6WWOOTo6IisrC1lZWRIkIiISH4c/ERGRzhQVFeHIkSP4v/buPabq+vHj+AuICALKy2pyVDIvhwStQ+bBw0UkXRpTc5WXHCublzBdOCdzbaVL19TaRCFsabVKBeVg6CkbQ8s6TMULrEN5RZ1lSmoiaEEcLr8/+nX24xsxf/E5nG/4fGznD87n83mfF+efc157f97vk5eXp8rKSh0/ftzXkQAABmCmAgDgdefOnVN+fr6KiopUV1enXr16KSMjw9exAAAGoVQAALyiublZJSUlys/PV1lZmVpbW+Xn56clS5YoLS1NgYGBvo4IADAIpQIAYKjq6mpt27ZNBQUFunr1qiIjI5Wenq7U1FRNmjRJSUlJFAoA6GYoFQAAQ6WkpMhkMmnKlCkaP368oqOjfR0JAOBllAoAgKFMJpOqq6vlcrkUFham8PBwfp8BALo5SgUAwFAlJSU6dOiQ7Ha7cnNztXbtWkVHR/PL2gDQjbGlLADAa27evCmHw6EdO3aosrJSkmSz2TRr1iwlJib6OB0AwCiUCgBAlzh16pTsdrscDodqamoUGRmp4uJiX8cCABiAUgEA6FJut1t79+5VYWGhNm7c6Os4AAADUCoAAAAAdAoLtQEAhpo5c+Ytnefn56fNmzd7OQ0AoCtQKgAAhurfv7+vIwAAuhi3PwEAAADoFH9fBwAAAADw78btTwAAQ2VmZt7yuWvWrPFiEgBAV6FUAAAMdenSJV9HAAB0MdZUAAAAAOgU1lQAALrcN998o/nz5/s6BgDAINz+BADoEteuXZPdbtf27dt14cIF3XPPPb6OBAAwCLc/AQC86siRI8rLy1NJSYncbrdMJpOef/55PfPMMwoODvZ1PACAASgVAADD3bx5Uzt37lR+fr6qqqoUFBSk5ORklZSUaOfOnRo0aJCvIwIADMTtTwAAQ73++utyOBxqampSfHy85s6dq8cff1whISGKjo72dTwAgBdQKgAAhtq+fbsGDhyoxYsXKykpSXfcwUcNAHR37P4EADDUqlWr1LNnT7388suyWq3KzMzU119/Lbfb7etoAAAvYU0FAMArfvjhBxUWFqqoqEiXL19WeHi46urqlJ2drbFjx/o6HgDAQJQKAIBXtbS0yOl0ym6366uvvlJzc7NiYmKUlpamSZMm+ToeAMAAlAoAgKGam5sVEBDQ7rFr165p586dKiws1JkzZ3T8+PEuTgcA8AZKBQDAULGxsRo1apTi4+OVmJiofv36tXuey+XS8OHDuzgdAMAbKBUAAEPl5ubq6NGjKi8vV0NDg/r27auEhATFx8crLi5OoaGhvo4IADAYpQIA4BXNzc2qrKzUkSNHdPjwYZWXl6u+vl4PP/ywp2QwUwEA3QOlAgDQJVpaWvTdd9/JbrfL4XCooaGBNRUA0E3wi0QAAK86fvy4nE6nDh48qIqKCjU1NSk2NlYJCQm+jgYAMAgzFQAAQ9XV1am0tFROp1NOp1NXr17VgAEDPAu3R44cqeDgYF/HBAAYiFIBADBUdHS0QkNDFRcXp4SEBCUkJKhPnz6+jgUA8CJ/XwcAAHQvQUFBcrvdamhoUH19vX7//XdfRwIAeBkzFQAAQzU1Neno0aOe259Onjwpk8mkhIQEJSYmsq0sAHRDlAoAgFddvnxZTqdTpaWl2r9/v3799VdZLBYlJiZq7ty5vo4HADAApQIA0GVOnTolu90uu92u+vp6tpQFgG6CLWUBAF7R2Ngol8ul8vJylZeXq6KiQjdu3FBUVJSmT5+u+Ph4X0cEABiEmQoAgKFWr16tiooKff/993K73erbt69GjRrlefTo0cPXEQEABqNUAAAMFRcXJ6vVKpvNJpvNpn79+rV73rFjxzR06NAuTgcA8AZKBQDAUK2trfLz82v3WGNjoz7//HPl5eWpsrKSNRUA0E2wpgIAYKj2CsW5c+eUn5+voqIi1dXVqVevXsrIyPBBOgCAN1AqAABe0dzcrJKSEuXn56usrMwzg7FkyRKlpaUpMDDQ1xEBAAahVAAADFVdXa1t27apoKBAV69eVWRkpNLT05WamqpJkyYpKSmJQgEA3QylAgBgqJSUFJlMJk2ZMkXjx49XdHS0ryMBALyMUgEAMJTJZFJ1dbVcLpfCwsIUHh7+tztAAQC6B0oFAMBQJSUlOnTokOx2u3Jzc7V27VpFR0frySef9HU0AICXsKUsAMBrbt68KYfDoR07dqiyslKSZLPZNGvWLCUmJvo4HQDAKJQKAECXOHXqlOx2uxwOh2pqahQZGani4mJfxwIAGIBSAQDoUm63W3v37lVhYaE2btzo6zgAAANQKgAAAAB0Cgu1AQCGSklJafdXtf+Tn5+f9uzZ0wWJAADeRqkAABhq4sSJbUpFa2ur3n//fU2dOlXh4eE+TAYA8BZufwIAeJ3FYtGuXbv4vQoA6Kb8fR0AAAAAwL8bpQIAAABAp1AqAAAAAHQKpQIAAABAp7D7EwDAUJmZmX95zu12a/Xq1QoJCWnz/Jo1a7oqFgDAiygVAABDXbp06S/PWSwW1dbWqra21geJAADexpayAAAAADqFNRUAAAAAOoVSAQAAAKBTKBUAAPyX405lAP/tKBUAgG4vLS1NZrO5zSMmJkYpKSlavny5rl+/7pXXvXDhgsxmswoKCiRJZWVlMpvN2r9//y2PUVBQoDfffNOQPNnZ2TKbzWpqajJkPAD4E7s/AQBuC0OGDNGyZcs8f7vdbh07dkxZWVk6ceKE8vLy5Ofn59UMQ4cO1ZYtW2Q2m2/5mg0bNig2NtaLqQCg8ygVAIDbQmhoqEaMGNHmuVGjRqmhoUHr16/Xt99+q0ceecSrGcLCwv6SAQC6A25/AgDc1mJiYiRJFy9eVFpamjIzM7V48WJZLBZNmzZNktTY2Ki3335bycnJiomJUWpqqj799NO/jGW32zVhwgQNHz5czz77rKqqqtocb+/2p8rKSs2ePVuPPvqorFarFi5cqB9//FGSZDab9dNPP8nhcLSZ3aiqqtJLL72k2NhYWSwWzZs3T2fPnm3zWjdu3NBrr72muLg4xcbGavny5WpsbDTmTQOA/8BMBQDgtnbu3DlJUv/+/SVJu3fvVnJysrKzsz1fwhcuXKiysjKlp6crKipKX375pZYuXarffvtNM2fOlCTl5+dr2bJlmjp1qpYuXSqXy6VFixZ1+NonTpzQc889J7PZrBUrViggIEDr1q3TrFmz5HA4tGXLFmVkZMhsNis9PV2SdP78eU2fPl0RERFasWKFJGnjxo2aMWOGioqK1KdPH7W2tmrOnDk6e/asXnnlFd1///3Ky8tTWVmZV95DAKBUAABuG/93gXJtba0OHz6sDRs2yGKxKDo6WtIfOy2tWrVKoaGhkqT9+/dr3759Wr16tZ566ilJ0ujRo9XS0qKsrCw9/fTTCgoKUk5OjlJSUjxf9EePHu0pCX/n3XffVWhoqD766CPdfffdkqQHH3xQc+bMkcvlktVq1Z133qkePXp4bpvKzs5WQECAPv74Y917772SpKSkJI0bN04bNmzQG2+8odLSUlVUVCgnJ0fjxo2TJI0ZM0apqameEgUARqJUAABuC+Xl5Z7i8Cd/f3/ZbDatXLnSs0g7IiLCUygk6cCBA5KklJSUNqVk7Nix2r59u1wul3r37q0rV654vsD/aeLEiR2WiiNHjigxMdFTKCRp8ODB2rdv399ec/DgQVmtVoWGhnryBAcHy2azqbS0VJJ06NAhBQQEaMyYMZ7rAgICNGHCBOXm5v7t2ADwT1EqAAC3haioKK1cuVKS5Ofnp6CgIEVERLT5Qi9JvXv3bvN3TU2NJOmxxx5rd9yff/5Zd9zxx8dpz5492xy77777OsxUU1OjXr163fo/8b/XFBcX/6UgSVJgYKAk6fr16woPD/fkutU8APBPUSoAALeFkJAQDRs27P99XVhYmO666y5t3ry53eN9+/ZVbW2tJOnKlSttjv1ZSDoau71znE6nBg4cqIiIiHavsVqtmj179t+O27NnT9XW1srtdnuKxq3kAYB/it2fAADogNVqVUNDg9xut4YNG+Z5nD9/XllZWaqvr9cDDzwgk8mk3bt3t7l2z549HY49YsQIOZ1ONTQ0eJ47f/68Zs+e7VlU7e/f9qN65MiRqqqqUlRUVJs8n3zyiT777DNJks1mU0tLi7744os21+7du/cfvw8A0BFmKgAA6EBSUpJGjhypBQsWaN68eRo8eLCOHTumnJwcWSwWz2zCkiVLtGjRIi1evFgTJ07U6dOntWnTpg7Hnj9/vqZNm6YXX3xRL7zwgpqamvTOO+9o0KBBeuKJJyRJ4eHhOnnypA4cOCCr1aoFCxZ4rpk5c6aCg4NVWFio4uJirVmzRtIfRSg5OVnLli3TL7/8ogEDBmjHjh06c+aMd98sALctZioAAOiAv7+/3nvvPU2ePFkffvih5s6dq61bt2rGjBnKycnxnDdhwgStW7dOp0+f1sKFC7Vr1y699dZbHY49dOhQbd68WYGBgcrMzNSKFSv00EMP6YMPPlBISIgkad68ebpy5Yrmz5+vixcvasiQIdq6datCQkL06quvKiMjQxcvXlRWVpYmT57sGXv9+vWaOnWqNm3apIyMDPn7+3u2pQUAo/m1tra2+joEAAAAgH8vZioAAAAAdAqlAgAAAECnUCoAAAAAdAqlAgAAAECnUCoAAAAAdAqlAgAAAECnUCoAAAAAdAqlAgAAAECnUCoAAAAAdMr/AE3j3gDjdiSBAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -898,7 +900,7 @@ }, { "cell_type": "code", - "execution_count": 451, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -906,19 +908,17 @@ "output_type": "stream", "text": [ "SVC\n", - "2.422 seconds to run\n" + "2.679 seconds to run\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -928,13 +928,6 @@ "print(\"SVC\")\n", "c_m()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {